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.
The next season saw them competing in the National Cup final, where they lost to FMP. In the 2003-04 season, they came close to winning the championship by reaching the National League finals against Partizan.