Moni was born to Muzaffar Ali (a Divisional Forest Officer) and Jamila Khatun (a housewife).
During the Liberation War in 1971, Moni's family became involved in the struggle for independence with his younger brother Mozammel Huq Mukta joining the Mukti Bahini.