Wayne and Dahlia Malloy go on the run after stealing money from the extended family bank, taking their three children along with them. After an unfortunate accident they obtain the identity of a wealthy, normal family, the Riches. With the idea of a better life for themselves and the keys to a new house in a classy neighborhood in hand, they soon find that suburban life is more twisted and challenging than any of their previous cons.