Haque won from Boxanagar Assembly constituency representing the Communist Party of India (Marxist) in the 2023 Tripura Legislative Assembly election. He polled 19,404 votes and defeated his nearest rival, Tafajjal Hossain of the Bharatiya Janata Party, by a margin of 4,849 votes. He became an MLA for the first time in the 2023 assembly elections after the party nominated him from Boxanagar instead of three-time MLA Sahid Chowdhury.[1]
Haque suffered a heart attack at the MLA hostel in Agartala and died on 19 July 2023.[5] Former chief minister Manik Sarkar and CPI (M) party state secretary Jitendra Chowdhury paid respects to the deceased, whose body was taken to the Party offices at Agartala and Sonamura.[1]