Babunski fought with the Royal Serbian Army during the First Balkan War and was wounded in a skirmish with Ottoman Turkish forces in the village of Strevica while serving under commander Vojin Popović. During the Second Balkan War, he fought with a Serbian volunteer detachment at the Battle of Bregalnica.