Because they already know that everything in that house belongs to the Guild once Pete dies, and it isn't worth getting on the wrong side of Bozzok to get a short-term cash injection?
If he was going to rescue them, why would he have sold them out in the first place? And no matter how good a shot he is, I doubt Pete would be a match for the whole of the Guild even with his eyes back.