In the vein of True Romance, Rob the Mob chronicles the lives of a real-life Bonnie and Clyde who made the bold move to rob and humiliate some of New York City's most powerful mobsters. Fresh from prison for a small-time crime, reunited lovers, Thomas (Pitt) and Rosie (Arianda), find themselves in need of cash. After hearing testimony from John Gotti's high-profile trial that mob social clubs are gun-free, Thomas and Rosie brazenly rob these underground spots operated by the major crime families in the city. Unwittingly, they come across something much more valuable than money: a list of every mobster in the families. Now the feds, family members, and rival mobsters are on the hunt for the most notorious lovers since Romeo and Juliet.