In the 2002–03 UEFA Champions League, Cúper's team lost in the semi-finals to city rivals AC Milan on the away goals rule, despite both teams playing their home games at the San Siro. He was fired from the club on 19 October 2003, after six matches of the 2003–04 season, when the team was in 8th place.