Peng was arrested for sedition in 1964 for printing materials for pro-democracy protests. He escaped to Sweden and became a university professor in the United States. After 22 years in exile, he returned to become the Democratic Progressive Party's first presidential candidate in Taiwan's first direct presidential election in 1996.