Ishaq was an active member of Tehreek-e-Taliban Pakistan (TTP). He was convicted for his involvement in attacking armed forces of Pakistan and law enforcement agency which resulted in the death of a junior commissioned officer and injuries to a police constable. He was also in possession of explosives.