Khan, who rose to the rank of captain in the Indian Army, was captured by the Japanese after the fall of Singapore in 1942. A prisoner of war in Singapore, he was profoundly influenced by Subhas Chandra Bose's speeches asking POWs to join the Indian National Army and to fight for a free India. He later stated: