The incident took place around 6 am when Priyank and Pushkar, students of Class II and Class III respectively, were riding on the scooter of their neighbour to school.
The driver of the scooter lost control over it and it came under the wheels of a speeding truck. The two children were killed on the spot, police said.
The truck driver surrendered before police after the incident.