The incident occurred yesterday night when Ravindra alias Tillu met his girlfriend Purnima (18) and shot her dead, police said.
Later, he also shot himself and died on the spot, they said.
The bodies have been sent for postmortem, they added.
Probe is on in the matter, Superintendent of Police, Akash Kulhari said.