Well, you can try and scrub it off with a dishwashing brush and hot water... if that doesen't help it's not waterbased
In any case you can sand it off... much work though... and stay away from the windows!
Some pros will surely stop by this thread with some pro tips though!
Some revert to painting on the outside as a worst case solution.