Zupan was born in Ljubljana, then part of Austria-Hungary.
After the Axis invasion of Yugoslavia in April 1941, as member of the Sokol athletic movement he joined the Liberation Front and participated in its underground activities in the annexed Province of Ljubljana until the authorities sent him to the Gonars concentration camp in 1942.