Due to the impact of the collision, the car was dragged for over one kilometre on the railway track last night, the police said.
The marriage party was on way to Sikhandi village when the mishap took place near Sugauli.
While three persons died on the spot, two others succumbed to their injuries on way to hospital.
Train services resumed after the tracks were cleared.