Jack and Annie are all grown up, living separate lives far from Frog Creek, Pennsylvania. When they return one October to celebrate their mother's birthday, however, their children Julia and Malcolm are pulled into a world of danger and peril. Jack and Annie are helpless, having no memory of their adventures with Morgan and Merlin in the Magic Tree House. Their only hope of rescuing Julia and Malcolm lies in unlocking the past.