diff --git a/packages/components/CHANGELOG.md b/packages/components/CHANGELOG.md
index 900ff90ccd0af9..2c18c98631e8e4 100644
--- a/packages/components/CHANGELOG.md
+++ b/packages/components/CHANGELOG.md
@@ -5,6 +5,7 @@
 ### Enhancement
 
 -   `ColorPicker`: Improve color picker slider focus styles for better keyboard navigation accessibility ([#70146](https://github.com/WordPress/gutenberg/pull/70146)).
+-   `Button`: Update the disabled state for the Primary button to be less emphasized, to avoid confusing it for enabled. ([#70674](https://github.com/WordPress/gutenberg/pull/70674)).
 
 ### Bug Fixes
 
diff --git a/packages/components/src/button/style.scss b/packages/components/src/button/style.scss
index 4e7893c9771e8e..2d993c5942cc89 100644
--- a/packages/components/src/button/style.scss
+++ b/packages/components/src/button/style.scss
@@ -80,9 +80,9 @@
 		&[aria-disabled="true"]:enabled, // This catches a situation where a Button is aria-disabled, but not disabled.
 		&[aria-disabled="true"]:active:enabled {
 			// TODO: Prepare for theming (https://github.com/WordPress/gutenberg/pull/45466/files#r1030872724)
-			color: rgba($white, 0.4);
-			background: $components-color-accent;
-			border-color: $components-color-accent;
+			color: $components-color-foreground-inverted;
+			background: $components-color-gray-300;
+			border-color: $components-color-gray-300;
 			outline: none;
 
 			&:focus:enabled {