How do I avoid stripping paint off of my walls with painters tape?
Remove the masking tape immediately after painting so that there's no time for the skin to form over the join between the tape and the painted surface.

If the paint has already dried, use a craft knife and a straight edge or ruler to cut it along the edge of the tape.