Try disputing it with PayPal and indicate the deposit was non-refundable. Who cares at this point? Tell the scumbags at PayPal whatever they want to hear and get your money back.
I had a friend who sent money to a scammer on PayPal and PayPal sided with the scammer. I’ve NEVER see them deny the “buyer” until then. It’s such a shitty company