In 2005, at the Valencia tournament, Dupuis became the first French player to defeat Novak Djokovic. In 2006 he tested positive for the banned drug Salbutamol and was suspended for two and a half months.
Dupuis won one singles title in Milan in 2004 and reached a career-high singles ranking of World No. 57 in September 2001.