The deceased have been identified as Shivratan Singh (55), his son Ajit (32), police said.
The third deceased person is yet to be identified, they added.
They were killed last evening when their motorcycle was hit by the truck near Laxman Vatika, police said.
A case has been lodged in the matter, they said, adding the bodies have been sent for postmortem.