Born on 1 January 1914 to a poor farmer's family in Bhakatpara village of Chapar under Dhubri district, Sinha started schooling from his village school.
He received his bachelor's degree from the Cotton College, Guwahati and subsequently moved to Banaras Hindu University for law education.