Although Mod Podge is a water-based sealant, glue, and finish, it is pretty much water-proof when dry. You'll probably have to scrape it off.
On the other hand, Elmer's white Glue-All is water-based AND water-soluble when dry. It's a better choice if down the road you wish to remove it.