The bus, parked outside the "Dunav" Hotel in which the Croatian karate team is staying, was empty at the time of the incident, the Croatian Embassy in Belgrade reported on Friday.
The front lights and a window pane were smashed and the licence plates were removed from the bus.
The 60-strong Croatian team is taking part in U-21 European karate championships in Novi Sad.