They have to keep up the charade. No one will pay them to lie if nobody trusts them anymore, and it's not like any of them are capable of doing anything else well enough to get paid for it.

They forgot what their yellow forebears knew: The most important part of being a conman is keeping someone's confidence, lose that and you lose your grift.