The incident occurred yesterday when the car, on its way to Chandigarh, collided head-on with a mini-truck killing Jagmeet Singh, police said.
The two injured have been hospitalised and their condition is stated to be stable, they said.
The mini-truck driver fled the spot after the mishap, police said adding that a case has been registered in this connection.