The incident took place when Rajkumar (38) was going on a bike with wife and son Parvinder (6), they said.
While Rajkumar and his son died on the spot, his wife was rushed to the hospital, where her condition was stated to be stable.
Police said they are trying to arrest the truck driver, who fled the spot after the incident.