Du was captured during the Huaihai Campaign and held in prison until his pardon in 1959, after which he was rewarded a high-ranking position in the Chinese People's Political Consultative Conference, reportedly because the Chinese government wanted to convince his son-in-law Yang Zhenning, a Nobel laureate in physics, to return to China.