He was promoted to the rank of colonel in May 1943 and appointed assistant chief of staff and supply officer of 1st Marine Division. Fellers served in this capacity during New Britain campaign under Major General William H. Rupertus, and, following the Battle of Cape Gloucester, he received his second Legion of Merit.