Same thing that happens when a bookie "loses" your bet. Probably nothing. There are illicit activities which use systems of trust based on past behavior just like in the "legal" world and there are usually consequences.

Coinbase, shockingly, violated trust on both sides and is still being hyped. Doesn't take much to understand what a terrible investment that is.