TAIZHOU, China—When Liu Chongfu returned home to his pig farm in December 2014 after months in detention, he was haunted by what he had done. Under interrogation, he later told his family, he falsely admitted to bribing government officials.

Back home, released without being charged, Mr. Liu had nightmares and splitting headaches. His conscience...