Officers say 29-year-old Tou Vue was going east on E Kings Canyon Road, near Temperance, alongside Highway 180 just before 9 pm.
CHP officers believe Vue thought he was on the highway or was entering the highway when he slammed into a fence.
One of the poles from fence entered the car and hit Vue. Officers say he likely died immediately.