The bodies were found last night. One of the deceased was identified as 45-year-old Vijay, a native of Jharkhand, Assistant Superintendent of Police, Vipin Tada said.
He said the victim's relatives have been informed about the incident.
Body of another man, identified as Ramesh Kumar Ojha, a resident of Ramprashtha colony, run over by train, was also found near the tracks.
Both bodies have been sent for postmortem, he added.