With the Axis invasion of Yugoslavia in April 1941, General Kalafatović was named Chief of the General Staff of the Royal Yugoslav Army by King Peter II, succeeding General Dušan Simović.
El gobierno del rey Pedro II y el general Dušan Simović nombró Jefe de Estado Mayor del Real Ejército Yugoslavo a Kalafatović y partió al exilio.