So long as within 30 days, buyer can open a not received case or just ask you to cancel. Even if over the 30 days, buyer could still go to their payment provider for help.
You cannot keep the money, but if you do not refund, you can get a defect on your account and ebay will still refund at your expense.
Place buyer on Blocked bidders list.