You’ve seen one too many Hollywood movies. You’re trying to play both sides claiming of you don’t pay you are endangering them but also claim by not paying you are helping them.
Just don’t be a dumbass and call the police from the start
That's what I'm telling you, man.
You're damned if you do and you're damned if you don't. At least you have some leverage if you have the accomplice.