The encounter started after Maoists shot at security forces patrolling the village.
Two landmines and electric wires were recovered from the spot after the encounter, the police said.
A combing operation has been launched to flush out the Maoist guerrillas from the area, senior superintendent of Police Akhilesh Kumar Jha said.
He said details of the encounter are awaited.