There is really a hidden room, first, get to the kelp forest area with the big travelling turtle, then get down to a dark area of that map, you'll find a monster(well,a had-armed green big head with blue tongue which only show up when you approach to it.) Use nature form to kill it, then get down exactly from where it stand on, here's an entrance, continue you can find the treasure Walker Baby.