Until 2003 Tsoumeleka was a largely unknown athlete, and she only finished seventh at the World Championships that year. To everybody's great surprise, she won the Olympic gold medal race held in her own country ahead of Russia's Olimpiada Ivanova (silver) and Australia's Jane Saville (bronze).