 Cornelis was born in Oudenaarde, Belgium on 18 September 1910.He gained a doctorate in economic science from the University of Ghent, also spending a year at the Geneva School for International Studies.He joined the Belgian colonial administration in Ruanda-Urundi in 1934 and later served in various roles in the Congo.