Professional pickpocket Franck Spadone and his co-horts rob a beautiful stripper (played by Monica Bellucci). But Spadone becomes infatuated with his victim, and soon finds himself in the midst of a gang war because of his affections for her.

After ratting out his Mafia cohorts, Giovanni Manzoni and his family enter the Witness Protection Program and relocate to a sleepy town in France. Despite the best efforts of their handler to keep them in line, Giovanni (now called Fred Blake), his wife and children can't help but resort to doing things the "family" way. However, their dependence on such old habits places everyone in danger from vengeful mobsters.