The suspect eluded officers for a while, but when police caught up with him the suspect started shooting, authorities said.
Officers returned fire and killed the man, 35-year-old Mark Smith. He was pronounced dead at the scene.
No officers were injured in the shooting.
The San Bernardino County Sheriff's Department is now looking into the incident.