diff --git a/wp-admin/includes/class-wp-users-list-table.php b/wp-admin/includes/class-wp-users-list-table.php
index 852552c703..cf530057f0 100644
--- a/wp-admin/includes/class-wp-users-list-table.php
+++ b/wp-admin/includes/class-wp-users-list-table.php
@@ -87,13 +87,23 @@ class WP_Users_List_Table extends WP_List_Table {
 
 		$paged = $this->get_pagenum();
 
-		$args = array(
-			'number' => $users_per_page,
-			'offset' => ( $paged-1 ) * $users_per_page,
-			'role' => $role,
-			'search' => $usersearch,
-			'fields' => 'all_with_meta'
-		);
+		if ( 'none' === $role ) {
+			$args = array(
+				'number' => $users_per_page,
+				'offset' => ( $paged-1 ) * $users_per_page,
+				'include' => wp_get_users_with_no_role(),
+				'search' => $usersearch,
+				'fields' => 'all_with_meta'
+			);
+		} else {
+			$args = array(
+				'number' => $users_per_page,
+				'offset' => ( $paged-1 ) * $users_per_page,
+				'role' => $role,
+				'search' => $usersearch,
+				'fields' => 'all_with_meta'
+			);
+		}
 
 		if ( '' !== $args['search'] )
 			$args['search'] = '*' . $args['search'] . '*';
@@ -166,6 +176,7 @@ class WP_Users_List_Table extends WP_List_Table {
 			$url = 'users.php';
 			$users_of_blog = count_users();
 		}
+
 		$total_users = $users_of_blog['total_users'];
 		$avail_roles =& $users_of_blog['avail_roles'];
 		unset($users_of_blog);
@@ -189,6 +200,21 @@ class WP_Users_List_Table extends WP_List_Table {
 			$role_links[$this_role] = "<a href='" . esc_url( add_query_arg( 'role', $this_role, $url ) ) . "'$class>$name</a>";
 		}
 
+		if ( ! empty( $avail_roles['none' ] ) ) {
+
+			$class = '';
+
+			if ( 'none' === $role ) {
+				$class = ' class="current"';
+			}
+
+			$name = __( 'No role' );
+			/* translators: User role name with count */
+			$name = sprintf( __('%1$s <span class="count">(%2$s)</span>'), $name, number_format_i18n( $avail_roles['none' ] ) );
+			$role_links['none'] = "<a href='" . esc_url( add_query_arg( 'role', 'none', $url ) ) . "'$class>$name</a>";
+
+		}
+
 		return $role_links;
 	}
 
diff --git a/wp-includes/user-functions.php b/wp-includes/user-functions.php
index 3ec4cd856f..db87cd49a8 100644
--- a/wp-includes/user-functions.php
+++ b/wp-includes/user-functions.php
@@ -735,6 +735,7 @@ function update_user_meta($user_id, $meta_key, $meta_value, $prev_value = '') {
  * Using $strategy = 'memory' this is memory-intensive and should handle around 10^5 users, but see WP Bug #12257.
  *
  * @since 3.0.0
+ * @since 4.4.0 The number of users with no role is now included in the `none` element.
  *
  * @global wpdb $wpdb
  *
@@ -775,10 +776,14 @@ function count_users($strategy = 'time') {
 		// Get the meta_value index from the end of the result set.
 		$total_users = (int) $row[$col];
 
+		$role_counts['none'] = ( $total_users - array_sum( $role_counts ) );
+
 		$result['total_users'] = $total_users;
 		$result['avail_roles'] =& $role_counts;
 	} else {
-		$avail_roles = array();
+		$avail_roles = array(
+			'none' => 0,
+		);
 
 		$users_of_blog = $wpdb->get_col( "SELECT meta_value FROM $wpdb->usermeta WHERE meta_key = '{$blog_prefix}capabilities'" );
 
@@ -786,6 +791,9 @@ function count_users($strategy = 'time') {
 			$b_roles = maybe_unserialize($caps_meta);
 			if ( ! is_array( $b_roles ) )
 				continue;
+			if ( empty( $b_roles ) ) {
+				$avail_roles['none']++;
+			}
 			foreach ( $b_roles as $b_role => $val ) {
 				if ( isset($avail_roles[$b_role]) ) {
 					$avail_roles[$b_role]++;
@@ -799,6 +807,10 @@ function count_users($strategy = 'time') {
 		$result['avail_roles'] =& $avail_roles;
 	}
 
+	if ( is_multisite() ) {
+		$result['avail_roles']['none'] = 0;
+	}
+
 	return $result;
 }
 
@@ -2231,3 +2243,32 @@ function wp_destroy_all_sessions() {
 	$manager = WP_Session_Tokens::get_instance( get_current_user_id() );
 	$manager->destroy_all();
 }
+
+/**
+ * Get the user IDs of all users with no role on this site.
+ *
+ * This function returns an empty array when used on Multisite.
+ *
+ * @since 4.4.0
+ *
+ * @return array Array of user IDs.
+ */
+function wp_get_users_with_no_role() {
+	global $wpdb;
+
+	if ( is_multisite() ) {
+		return array();
+	}
+
+	$prefix = $wpdb->get_blog_prefix();
+	$regex  = implode( '|', wp_roles()->get_names() );
+	$regex  = preg_replace( '/[^a-zA-Z_\|-]/', '', $regex );
+	$users  = $wpdb->get_col( $wpdb->prepare( "
+		SELECT user_id
+		FROM $wpdb->usermeta
+		WHERE meta_key = '{$prefix}capabilities'
+		AND meta_value NOT REGEXP %s
+	", $regex ) );
+
+	return $users;
+}
diff --git a/wp-includes/version.php b/wp-includes/version.php
index 23e2c6fa24..f64a34c9d2 100644
--- a/wp-includes/version.php
+++ b/wp-includes/version.php
@@ -4,7 +4,7 @@
  *
  * @global string $wp_version
  */
-$wp_version = '4.4-alpha-34964';
+$wp_version = '4.4-alpha-34965';
 
 /**
  * Holds the WordPress DB revision, increments when changes are made to the WordPress DB schema.