The pursuit began in Arcadia at about 1 p.m. when officers spotted the suspects at a house on Golden West Avenue.
The chase weaved through Temple City before coming to an end on Steele Street and Hart Avenue in Rosemead.
During the pursuit, the driver got into two accidents. The chase ended with a brief foot pursuit, and the suspects were taken into custody.
Investigators are still trying to determine if the men tried to burglarize the house they were spotted at.