Anisul Hoque was born in Rangpur in 1965. His father was Mofazzal Hoque. His mother is Mst Anwara Begum. He was the student of Rangpur PTI primary school. He passed SSC exam from Rangpur Zilla School in 1981 and HSC exam from Rangpur Carmichael College in 1983. Hoque graduated from Bangladesh University of Engineering and Technology (BUET), trained as a civil engineer.