The incident took place near Bhatyas on Thatri Gandoh road, around 55 km from Doda district, a police officer said.
The Maruti van was on its way to Thatri from Gandoh when the driver lost its control over it due to inclement weather conditions and it fell into the river which was already flooded, he said.
The two passengers of the vehicle have been identified as Arshad Rather, a local, and Arshid, a resident of Bihar.