The incident occurred on a highway that the protesters had blocked, with footage of the incident emerging on social media.
The driver fled the scene, and authorities are currently searching for the car, police said.
Israel is experiencing widespread protests due to anger over Prime Minister Benjamin Netanyahu's legislation to curb the powers of the country's Supreme Court.