The encounter lasted for about three hours between Maoists and Trutiya Prastuti Committee cadres, according to a preliminary report, Dy SP Ajay Kumar said.
Superintendent of Police Y S Ramesh along with adequate security personnel rushed to the spot, Kumar said.
A joint operation with Bihar has been launched to apprehend the militants, he said.