The duo have been identified as Bhaskar Nath and Bedanta Barua and they surrendered two AK-81 rifles, four bottle grenades and two bullet proof jackets.
According to the police, the two were sent to organise the outfit in the district but later decided to surrender.
Meanwhile, extortion drive by the outfit in Upper Assam districts has increased with security being stepped up in these areas.