In the 2001–02 season, they played the playoff semifinal of the national championship, where they were, this time, stopped by Budućnost after five dramatic games. 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 "Black and Whites" celebrated series victory in the fourth game of the playoffs, with the uncertain final basket by Vlado Šćepanović scored with the sound of sirens for the overall final series 3–1 win.