You can. Or you may keep them, but they are largely worthless now that you have unlocked the kitchen. The remainder of them go to various places: gym lockers, keys on the bridge, and so on.

You didn't really think it was the citizens of the town who left keys for you in gameboards and Tyrannosaurus Rex replicas, did you? [ He both looks and sounds very smug. ]