The two persons, including a minor boy, were yet to be identified, DSP (Law and Order) Vijay Kumar said.
The accident occurred at a place on NH 31 within the limits of Bhaganbigha police station.
The bodies have been sent for post-mortem at Sadar hospital, he said.
Efforts were on to identify the bodies, he said.