Immediately after the Axis invasion of Yugoslavia in April 1941, then-Major Keserović joined the Pećanac Chetniks under the command of Kosta Pećanac, a World War I "voivode". In August, Pećanac concluded a collaborationist agreement with the Germans. Keserović then transferred to the Chetniks of Draža Mihailović.