Hasan was the son of Ammar ibn Ali al-Kalbi, a member of the Kalbid family, which had come into prominence through Ammar's brother al-Hasan ibn Ali al-Kalbi. Along with Ahmad, Ammar fought in the wars with the Byzantine Empire in Sicily and southern Italy, and drowned during an abortive expedition against Otranto in 958.