Puran Singh, 48, was found with the bullet injuries near the forest in Jangal Gali area in Tikri belt, they said.
A rifle has been recovered from the spot.
The incident came to light after people in the area found the body and informed the police.
A case has been registered and the body has been sent for autopsy, police added.
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