My thinking is this:

If you fire the customer, then in the customer's mind (s)he was right to be concerned, and you just proved it by running away.

Contract in place, signed. Keep all records of the unreasonable request and attempt to change the contract conditions. Do the work. Bill the customer. Sue if they don't pay.