Malibu Search and Rescue said the crash happened around 7:30 a.m. on Friday.
When crews arrived, the driver of the Tesla was outside of the vehicle, yelling for help. A woman was pinned inside.
Crews rappelled down the cliff to reach them.
The man and the woman were airlifted to a trauma center with moderate injuries.