The duo, identified as Antony Basumatary (27) and Puren Musahary (25), laid down their arms at the Chirang SP office.
The NDFB(S) militants also deposited one 9 mm pistol, one 7.65 mm pistol and six rounds of ammunition.
Of the two, Basumatary was trained in Bangladesh, police said.