In the next season, they played in the final of the National Cup, where they were defeated by FMP, and in the 2003–04 season, were also close to the title, playing National League finals against Partizan.
In the following season, they participated in the National Cup final, losing to FMP, and in the 2003–04 season, they were also near winning the title by playing the National League finals against Partizan.