Prima facie, it appears to be a case of a suicide by two lovers who hanged themselves from a tree last night in Kapan village, police said.
The two were in a relationship for long but their families were opposed to it as they belonged to the same caste.
Police said they would investigate from all angles.
The deceased were identified as 25-year-old Dipak Kumar and Putul Kumari (20), both residents of Alampur Dih Tola under the same police station.
The police are also trying to find out the mobile phones of the two which could provide details as when they had talked last time and with whom.