The California Highway Patrol says the 79-year-old man was heading northbound on Yokohl Drive, north of Rocky Hill Drive in Exeter just before 6 Wednesday night.
For unknown reasons, his Cadillac veered off the roadway and crashed into a tree.
The man was not wearing a seatbelt at the time.
He died on scene.
The victim has not yet been identified.