Gayyur and his son Gulfam were arrested last evening in Budhana town in connection with the killing of Mursalim alias Mustakim, SHO Budhana Arun Tyagi said.
Two pistols were also recovered from their possession, he said.
Mursalim was stabbed to death in Budhana on July 22 and a case was registered against five accused.