Chances are that’s the culprit of your problem. If not, then it’s still worth a shot.
Go to the WP Super Cache settings page from Side Bar -> Settings -> WP Super Cache. Click the “Contents” tab, then the button labeled “Delete Cache”. I usually click it once, then again after the page reloads just to be sure.