Mohammad Farooq was arrested while crossing the Nepal-India border illegally at a place under Madhwapur police station in 2006 and was lodged in Madhubani divisional jail.
He was admitted to the hospital as he was suffering from some ailments.
The information regarding the death of Farooq has been given to his relatives in Bangladesh, the sources said.