In later life, Fu was diagnosed with pancreatic cancer, and actively supported euthanasia. He decided not be euthanized and received a visit from Tsai Ing-wen upon his return to Taiwan. Fu underwent euthanasia on 7 June 2018 in Switzerland, aged 85.