Smoke was spotted coming out of the vehicle while it was being used to drop students, they said.
Passers-by rescued the students and the van driver, who suffered serious burn injuries.
The students - Aman Ali , Aditya and Atulit - received minor injuries and were taken to a nearby hospital for treatment, police added.