It's in one of the buildings you visit early on.
the secret door is in the shrine. when you get near the entrance of the "final battle" kind of thing (i think there's two checkpoints on each side), go all the way to the left wall and slide down, you'll see a two block space.
sorry if this was a bad explanation, if you need a video i can post one :)