Babu alias Jagbir, resident of Ballabgarh, and Kabulpur resident Rotash were arrested yesterday from a milk plant near Ballabgarh.
Police has also recovered a country-made pistol from their possession.
In another incident, Pappu Gupta was arrested for possessing a sharp edged weapon illegally, police said.