No, ebay is not a legally binding contract. Just because someone used it on Judge Judy doesn’t mean that in the real world it is. I agree that it is a bit tacky to just stiff someone like that, but it’s his choice.
I won’t wrote an essay on why it’s not, but if you think it is do some research.