The accident occurred in Jaldhaka area in Dhupguri block on Tuesday night, they said.
The cars of the marriage party were going towards Dhupguri on the wrong side of the road and the collision took place due to dense fog, a senior police officer said.
Ten injured people are undergoing treatment in Jalpaiguri Super Speciality Hospital, he added.