It happened around 2:30 a.m. Wednesday on the 6100 block of Irving Street.
The driver told police two men, one armed approached him while he was making a Domino's pizza delivery.
He says the men allegedly stole two hand guns and $100 in cash from him.
Both men fled the scene.
The driver and a passenger were not hurt.