The fire broke out in a room on the third floor of the Ljubica Iviezic orphanage where babies were sleeping, according to firefighters.
Firefighters arrived at the scene quickly and managed to put the blaze under control in ten minutes' time.
The number of casualties might not be final.
An investigation is under way.