An unidentified gunman on Wednesday night killed five people in a mass shooting before taking his own life in Bakersfield of California, 200 km north of Los Angeles, local media reported.

"This is highly unusual to have six people shot and dead in one incident," local Bakersfield Californian website quoted Kern County Sheriff Donny Youngblood as saying.