Choudhry was born into an aristocratic Bengali Muslim family known as the Zamindars of Monakosha in Nawabganj, Malda district (now in present-day Bangladesh).
His father, Jehad Ahmad Choudhry, was the zamindar of Monakosha.
His paternal grandfather, Ismail Hossain Choudhry, was the zamindar of Kotalpukur in Bihar.
[1] Choudhry married Syeda Roqeya Akhtar, the daughter of Syed Azizullah and Syeda Ammatul Ela Raziya Khatun.
Choudhry's sister-in-law, Syeda Selena Akhtar, was the wife of Fazlul Qadir Chaudhry.