Su was born in Ministry of Health and Welfare Pingtung Hospital at Pingtung, He was studied at National Pingtung Senior High School and College of Law, National Taiwan University, He was previously the magistrate of Pingtung County (1989–1993) and magistrate of Taipei County (1997–2004).