You issue a chargeback. It's been a while since I've worked on these systems, but IIRC back in the day you would get a refund and they would be penalized an extra $25 or so on top of it. If they get too many they can loose their merchant account.
We always made cancels easy in our system, and if someone issued a chargeback we would ban their email from signing up again.