The Tulare County Sheriff's department says it happened around 9 p.m. Friday at Road 168 south of Ave. 192.
Investigators say two men were treated for gunshot wounds at a local hospital.
Their conditions have not been released.
Detectives are now trying to get more information on the suspect and the motive for the shooting.