Officials with the Ventura County Sheriff's Department said the collision happened about 2:20 p.m. on Highway 22 near Hermosa Road.
The driver of the motorcycle could not maneuver at a curb and veered into oncoming traffic, officials said.
The driver, a male, and his passenger, a female, died at the scene, officials said.
It was unclear whether anyone in the vehicle was injured.