As a seller, it makes no difference whether you believe an explanation or not. They're not going to pay. Cancel it. Relist and move on.

Don't let eBay turn you into a paranoid pessimist. I always give everybody the benefit of the doubt; one of those people who would come running even after the sixth crying-wolf call.