diff --git a/modules/text_server_adv/text_server_adv.cpp b/modules/text_server_adv/text_server_adv.cpp
index d93aa1fcd8a..bcc7bff909b 100644
--- a/modules/text_server_adv/text_server_adv.cpp
+++ b/modules/text_server_adv/text_server_adv.cpp
@@ -3504,6 +3504,9 @@ void TextServerAdvanced::_font_render_glyph(const RID &p_font_rid, const Vector2
 }
 
 void TextServerAdvanced::_font_draw_glyph(const RID &p_font_rid, const RID &p_canvas, int64_t p_size, const Vector2 &p_pos, int64_t p_index, const Color &p_color) const {
+	if (p_index == 0) {
+		return; // Non visual character, skip.
+	}
 	FontAdvanced *fd = _get_font_data(p_font_rid);
 	ERR_FAIL_NULL(fd);
 
@@ -3541,6 +3544,9 @@ void TextServerAdvanced::_font_draw_glyph(const RID &p_font_rid, const RID &p_ca
 
 	const FontGlyph &gl = fd->cache[size]->glyph_map[index];
 	if (gl.found) {
+		if (gl.uv_rect.size.x <= 2 || gl.uv_rect.size.y <= 2) {
+			return; // Nothing to draw.
+		}
 		ERR_FAIL_COND(gl.texture_idx < -1 || gl.texture_idx >= fd->cache[size]->textures.size());
 
 		if (gl.texture_idx != -1) {
@@ -3608,6 +3614,9 @@ void TextServerAdvanced::_font_draw_glyph(const RID &p_font_rid, const RID &p_ca
 }
 
 void TextServerAdvanced::_font_draw_glyph_outline(const RID &p_font_rid, const RID &p_canvas, int64_t p_size, int64_t p_outline_size, const Vector2 &p_pos, int64_t p_index, const Color &p_color) const {
+	if (p_index == 0) {
+		return; // Non visual character, skip.
+	}
 	FontAdvanced *fd = _get_font_data(p_font_rid);
 	ERR_FAIL_NULL(fd);
 
@@ -3645,6 +3654,9 @@ void TextServerAdvanced::_font_draw_glyph_outline(const RID &p_font_rid, const R
 
 	const FontGlyph &gl = fd->cache[size]->glyph_map[index];
 	if (gl.found) {
+		if (gl.uv_rect.size.x <= 2 || gl.uv_rect.size.y <= 2) {
+			return; // Nothing to draw.
+		}
 		ERR_FAIL_COND(gl.texture_idx < -1 || gl.texture_idx >= fd->cache[size]->textures.size());
 
 		if (gl.texture_idx != -1) {
diff --git a/modules/text_server_fb/text_server_fb.cpp b/modules/text_server_fb/text_server_fb.cpp
index 9f21642a176..8fc7694aa41 100644
--- a/modules/text_server_fb/text_server_fb.cpp
+++ b/modules/text_server_fb/text_server_fb.cpp
@@ -2439,6 +2439,9 @@ void TextServerFallback::_font_render_glyph(const RID &p_font_rid, const Vector2
 }
 
 void TextServerFallback::_font_draw_glyph(const RID &p_font_rid, const RID &p_canvas, int64_t p_size, const Vector2 &p_pos, int64_t p_index, const Color &p_color) const {
+	if (p_index == 0) {
+		return; // Non visual character, skip.
+	}
 	FontFallback *fd = _get_font_data(p_font_rid);
 	ERR_FAIL_NULL(fd);
 
@@ -2476,6 +2479,9 @@ void TextServerFallback::_font_draw_glyph(const RID &p_font_rid, const RID &p_ca
 
 	const FontGlyph &gl = fd->cache[size]->glyph_map[index];
 	if (gl.found) {
+		if (gl.uv_rect.size.x <= 2 || gl.uv_rect.size.y <= 2) {
+			return; // Nothing to draw.
+		}
 		ERR_FAIL_COND(gl.texture_idx < -1 || gl.texture_idx >= fd->cache[size]->textures.size());
 
 		if (gl.texture_idx != -1) {
@@ -2543,6 +2549,9 @@ void TextServerFallback::_font_draw_glyph(const RID &p_font_rid, const RID &p_ca
 }
 
 void TextServerFallback::_font_draw_glyph_outline(const RID &p_font_rid, const RID &p_canvas, int64_t p_size, int64_t p_outline_size, const Vector2 &p_pos, int64_t p_index, const Color &p_color) const {
+	if (p_index == 0) {
+		return; // Non visual character, skip.
+	}
 	FontFallback *fd = _get_font_data(p_font_rid);
 	ERR_FAIL_NULL(fd);
 
@@ -2580,6 +2589,9 @@ void TextServerFallback::_font_draw_glyph_outline(const RID &p_font_rid, const R
 
 	const FontGlyph &gl = fd->cache[size]->glyph_map[index];
 	if (gl.found) {
+		if (gl.uv_rect.size.x <= 2 || gl.uv_rect.size.y <= 2) {
+			return; // Nothing to draw.
+		}
 		ERR_FAIL_COND(gl.texture_idx < -1 || gl.texture_idx >= fd->cache[size]->textures.size());
 
 		if (gl.texture_idx != -1) {
diff --git a/scene/3d/label_3d.cpp b/scene/3d/label_3d.cpp
index 9eec2f5345c..3fb472335e4 100644
--- a/scene/3d/label_3d.cpp
+++ b/scene/3d/label_3d.cpp
@@ -326,28 +326,38 @@ Ref<TriangleMesh> Label3D::generate_triangle_mesh() const {
 }
 
 void Label3D::_generate_glyph_surfaces(const Glyph &p_glyph, Vector2 &r_offset, const Color &p_modulate, int p_priority, int p_outline_size) {
-	for (int j = 0; j < p_glyph.repeat; j++) {
-		Vector2 gl_of;
-		Vector2 gl_sz;
-		Rect2 gl_uv;
-		Size2 texs;
-		RID tex;
+	if (p_glyph.index == 0) {
+		r_offset.x += p_glyph.advance * pixel_size * p_glyph.repeat; // Non visual character, skip.
+		return;
+	}
 
-		if (p_glyph.font_rid != RID()) {
-			tex = TS->font_get_glyph_texture_rid(p_glyph.font_rid, Vector2i(p_glyph.font_size, p_outline_size), p_glyph.index);
-			if (tex != RID()) {
-				gl_of = (TS->font_get_glyph_offset(p_glyph.font_rid, Vector2i(p_glyph.font_size, p_outline_size), p_glyph.index) + Vector2(p_glyph.x_off, p_glyph.y_off)) * pixel_size;
-				gl_sz = TS->font_get_glyph_size(p_glyph.font_rid, Vector2i(p_glyph.font_size, p_outline_size), p_glyph.index) * pixel_size;
-				gl_uv = TS->font_get_glyph_uv_rect(p_glyph.font_rid, Vector2i(p_glyph.font_size, p_outline_size), p_glyph.index);
-				texs = TS->font_get_glyph_texture_size(p_glyph.font_rid, Vector2i(p_glyph.font_size, p_outline_size), p_glyph.index);
-			}
-		} else {
-			gl_sz = TS->get_hex_code_box_size(p_glyph.font_size, p_glyph.index) * pixel_size;
-			gl_of = Vector2(0, -gl_sz.y);
+	Vector2 gl_of;
+	Vector2 gl_sz;
+	Rect2 gl_uv;
+	Size2 texs;
+	RID tex;
+
+	if (p_glyph.font_rid.is_valid()) {
+		tex = TS->font_get_glyph_texture_rid(p_glyph.font_rid, Vector2i(p_glyph.font_size, p_outline_size), p_glyph.index);
+		if (tex.is_valid()) {
+			gl_of = (TS->font_get_glyph_offset(p_glyph.font_rid, Vector2i(p_glyph.font_size, p_outline_size), p_glyph.index) + Vector2(p_glyph.x_off, p_glyph.y_off)) * pixel_size;
+			gl_sz = TS->font_get_glyph_size(p_glyph.font_rid, Vector2i(p_glyph.font_size, p_outline_size), p_glyph.index) * pixel_size;
+			gl_uv = TS->font_get_glyph_uv_rect(p_glyph.font_rid, Vector2i(p_glyph.font_size, p_outline_size), p_glyph.index);
+			texs = TS->font_get_glyph_texture_size(p_glyph.font_rid, Vector2i(p_glyph.font_size, p_outline_size), p_glyph.index);
 		}
+	} else {
+		gl_sz = TS->get_hex_code_box_size(p_glyph.font_size, p_glyph.index) * pixel_size;
+		gl_of = Vector2(0, -gl_sz.y);
+	}
 
-		bool msdf = TS->font_is_multichannel_signed_distance_field(p_glyph.font_rid);
+	if (gl_uv.size.x <= 2 || gl_uv.size.y <= 2) {
+		r_offset.x += p_glyph.advance * pixel_size * p_glyph.repeat; // Nothing to draw.
+		return;
+	}
 
+	bool msdf = TS->font_is_multichannel_signed_distance_field(p_glyph.font_rid);
+
+	for (int j = 0; j < p_glyph.repeat; j++) {
 		SurfaceKey key = SurfaceKey(tex.get_id(), p_priority, p_outline_size);
 		if (!surfaces.has(key)) {
 			SurfaceData surf;
@@ -420,7 +430,7 @@ void Label3D::_generate_glyph_surfaces(const Glyph &p_glyph, Vector2 &r_offset,
 			}
 		}
 
-		if (tex != RID()) {
+		if (tex.is_valid()) {
 			s.mesh_uvs.write[(s.offset * 4) + 3] = Vector2(gl_uv.position.x / texs.x, (gl_uv.position.y + gl_uv.size.y) / texs.y);
 			s.mesh_uvs.write[(s.offset * 4) + 2] = Vector2((gl_uv.position.x + gl_uv.size.x) / texs.x, (gl_uv.position.y + gl_uv.size.y) / texs.y);
 			s.mesh_uvs.write[(s.offset * 4) + 1] = Vector2((gl_uv.position.x + gl_uv.size.x) / texs.x, gl_uv.position.y / texs.y);