Nothing you can do?

Why not open a non payment dispute?

The other person gave them positive feedback for not paying?

Do not reward non payers with a green tick, eBay will remove the neg comment, ping the seller for leaving it, leave the green tick and the 'buyer' will be even more encouraged to keep doing it

Also, add them to your blocked list