diff --git a/lib/compat/wordpress-6.4/block-patterns.php b/lib/compat/wordpress-6.4/block-patterns.php
deleted file mode 100644
index 65c31fb7a22af..0000000000000
--- a/lib/compat/wordpress-6.4/block-patterns.php
+++ /dev/null
@@ -1,36 +0,0 @@
-<?php
-/**
- * Overrides Core's wp-includes/block-patterns.php to add new wp_patterns taxonomy for WP 6.4.
- *
- * @package gutenberg
- */
-
-/**
- * Adds a new taxonomy for organizing user created patterns.
- *
- * Note: This should be removed when the minimum required WP version is >= 6.4.
- *
- * @see https://github.com/WordPress/gutenberg/pull/53163
- *
- * @return void
- */
-function gutenberg_register_taxonomy_patterns() {
-	$args = array(
-		'public'             => false,
-		'publicly_queryable' => false,
-		'hierarchical'       => false,
-		'labels'             => array(
-			'name'          => _x( 'Pattern Categories', 'taxonomy general name' ),
-			'singular_name' => _x( 'Pattern Category', 'taxonomy singular name' ),
-		),
-		'query_var'          => false,
-		'rewrite'            => false,
-		'show_ui'            => true,
-		'_builtin'           => true,
-		'show_in_nav_menus'  => false,
-		'show_in_rest'       => true,
-		'show_admin_column'  => true,
-	);
-	register_taxonomy( 'wp_pattern_category', array( 'wp_block' ), $args );
-}
-add_action( 'init', 'gutenberg_register_taxonomy_patterns' );
diff --git a/lib/compat/wordpress-6.5/block-patterns.php b/lib/compat/wordpress-6.5/block-patterns.php
index 4521d5e4e578f..87756ea45c7d0 100644
--- a/lib/compat/wordpress-6.5/block-patterns.php
+++ b/lib/compat/wordpress-6.5/block-patterns.php
@@ -31,3 +31,48 @@ function gutenberg_register_media_pattern_categories() {
 	);
 }
 add_action( 'init', 'gutenberg_register_media_pattern_categories' );
+
+/**
+ * Adds a new taxonomy for organizing user created patterns.
+ *
+ * @see https://github.com/WordPress/gutenberg/pull/53163
+ *
+ * @return void
+ */
+function gutenberg_register_taxonomy_patterns() {
+	$args = array(
+		'public'             => false,
+		'publicly_queryable' => false,
+		'hierarchical'       => false,
+		'labels'             => array(
+			'name'                       => _x( 'Pattern Categories', 'taxonomy general name' ),
+			'singular_name'              => _x( 'Pattern Category', 'taxonomy singular name' ),
+			'add_new_item'               => __( 'Add New Category' ),
+			'add_or_remove_items'        => __( 'Add or remove pattern categories' ),
+			'back_to_items'              => __( '&larr; Go to pattern categories' ),
+			'choose_from_most_used'      => __( 'Choose from the most used pattern categories' ),
+			'edit_item'                  => __( 'Edit Pattern Category' ),
+			'item_link'                  => __( 'Pattern Category Link' ),
+			'item_link_description'      => __( 'A link to a pattern category.' ),
+			'items_list'                 => __( 'Pattern Categories list' ),
+			'items_list_navigation'      => __( 'Pattern Categories list navigation' ),
+			'new_item_name'              => __( 'New Pattern Category Name' ),
+			'no_terms'                   => __( 'No pattern categories' ),
+			'not_found'                  => __( 'No pattern categories found.' ),
+			'popular_items'              => __( 'Popular Pattern Categories' ),
+			'search_items'               => __( 'Search Pattern Categories' ),
+			'separate_items_with_commas' => __( 'Separate pattern categories with commas' ),
+			'update_item'                => __( 'Update Pattern Category' ),
+			'view_item'                  => __( 'View Pattern Category' ),
+		),
+		'query_var'          => false,
+		'rewrite'            => false,
+		'show_ui'            => true,
+		'_builtin'           => true,
+		'show_in_nav_menus'  => false,
+		'show_in_rest'       => true,
+		'show_admin_column'  => true,
+	);
+	register_taxonomy( 'wp_pattern_category', array( 'wp_block' ), $args );
+}
+add_action( 'init', 'gutenberg_register_taxonomy_patterns' );
diff --git a/lib/load.php b/lib/load.php
index 59fb75541ac41..ed108f764ada1 100644
--- a/lib/load.php
+++ b/lib/load.php
@@ -97,7 +97,6 @@ function gutenberg_is_experiment_enabled( $name ) {
 // WordPress 6.4 compat.
 require __DIR__ . '/compat/wordpress-6.4/blocks.php';
 require __DIR__ . '/compat/wordpress-6.4/block-hooks.php';
-require __DIR__ . '/compat/wordpress-6.4/block-patterns.php';
 require __DIR__ . '/compat/wordpress-6.4/script-loader.php';
 require __DIR__ . '/compat/wordpress-6.4/kses.php';