diff --git a/classes/class-eo-calendar-widget.php b/classes/class-eo-calendar-widget.php
index f2b6e085..7f0eeb01 100644
--- a/classes/class-eo-calendar-widget.php
+++ b/classes/class-eo-calendar-widget.php
@@ -198,10 +198,7 @@ static function generate_output( $month, $args = array() ) {
 
 		$today = new DateTime( 'now', eo_get_blog_timezone() );
 
-		//Ensure a different cache key for those who can and cannot see private blogs
-		$args['_priv'] = current_user_can( 'read_private_events' ) ? '_priv' : false;
-
-		$key = $month->format( 'YM' ) . serialize( $args ) . get_locale() . $today->format( 'Y-m-d' );
+		$key = $month->format( 'YM' ) . serialize( $args ) . get_locale() . $today->format( 'Y-m-d' ) . get_current_user_id();
 		$calendar = get_transient( 'eo_widget_calendar' );
 		if ( ( ! defined( 'WP_DEBUG' ) || ! WP_DEBUG ) && $calendar && is_array( $calendar ) && isset( $calendar[$key] ) ) {
 			return $calendar[$key];