Prior to his involvement in the peace movement, Bigelow served in the United States Navy during World War II, first as commander of a submarine chaser patrolling the Solomon Islands, and later as captain of the destroyer escort On August 6, 1945, Bigelow was on the bridge of the "Peterson" as it sailed into Pearl Harbor, when he heard news of the explosion of the atomic bomb over Hiroshima.