On 15 April 1971 McKee, along with Proinsias MacAirt, was arrested by the British Army when found in possession of a hand gun. He was charged and convicted for possession of the weapon and imprisoned in Crumlin Road Prison. McKee was released on 4 September 1974 and resumed his position as OC of the Belfast Brigade.