After the Axis invasion of Yugoslavia in April, 1941 Novak went to headquarters of Draža Mihailović at Ravna Gora together with Jaka Avšič. Novak was instructed by Mihailović to infiltrate the headquarters of the communist forces in Slovenia, but this attempt failed because the Slovenian communists were warned by the communist headquarters from Užice.