Serajul Huq's was born to Nurul Huda, a police officer and Jaheda Khan, daughter of Yunus Ali Khan and sister of writer and novelist Farid Uddin Khan. His son Anisul Huq is a supreme court lawyer and was a member of parliament and served as the minister for law, justice and parliamentary affairs of the government of Bangladesh.