The Aam Aadmi Party (AAP) faced a huge defeat in the Punjab by-elections on Sunday, with the Shiromani Akali Dal (Amritsar) candidate Simranjit Singh Mann defeating the ruling party's candidate on a Lok Sabha seat held last by Chief Minister Bhagwant Mann.