Hi ajrobb
If it water based as you say try hoy soapy water a scrubbing brush and some elbow grease, if that fails let it dry and try some liquid paint stripper.
If that doesn't shift it get a good palm sander (a great tool) on it with the roughest sandpaper making sure you stay with the...