diff --git a/packages/components/CHANGELOG.md b/packages/components/CHANGELOG.md
index 986c7fa19b9ea2..6f9291d27e1cdc 100644
--- a/packages/components/CHANGELOG.md
+++ b/packages/components/CHANGELOG.md
@@ -15,6 +15,7 @@
 -   `DateTimePicker`: fix onChange callback check so that it also works inside iframes ([#54669](https://github.com/WordPress/gutenberg/pull/54669)).
 -   `FormTokenField`: Add `box-sizing` reset style and reset default padding ([#54734](https://github.com/WordPress/gutenberg/pull/54734)).
 -   `SlotFill`: Pass `Component` instance to unregisterSlot ([#54765](https://github.com/WordPress/gutenberg/pull/54765)).
+-   `Button`: Remove `aria-selected` CSS selector from styling 'active' buttons ([#54931](https://github.com/WordPress/gutenberg/pull/54931)).
 
 ### Internal
 
diff --git a/packages/components/src/button/style.scss b/packages/components/src/button/style.scss
index 2d212ed9926216..0487d19db99df4 100644
--- a/packages/components/src/button/style.scss
+++ b/packages/components/src/button/style.scss
@@ -309,8 +309,7 @@
 
 	// Toggled style.
 	&[aria-pressed="true"],
-	&[aria-pressed="mixed"],
-	&[aria-selected="true"] {
+	&[aria-pressed="mixed"] {
 		color: $components-color-foreground-inverted;
 		background: $components-color-foreground;