I think they had some money hid away and were all lying about not having any left.
Of course they're lying. They have no incentive to tell the truth if it means they'll lose the cash they robbed. They have no fear of the law. Why should they? They've gotten nothing but slaps on the wrist this long.
I'd take a slap on the wrist if I got to keep the thousands I robbed.