Sutherland was born on November 19, 1915, in Burlingame, Kansas. The second youngest of six children, Sutherland was raised by his mother, Edith M. Hartshorn, and his Father, Earl W. Sutherland. Though his Father, who was originally from Wisconsin, had attended Grinnell College for two years, he ultimately led an agrarian lifestyle that took him to both New Mexico and Oklahoma before settling down in Burlingame to raise a family. Edith, a Missouri native, had some training in nursing at what was called a “ladies college.” To provide for the family, Sutherland’s Father ran a dry goods store, where he gave each of his children working jobs. Sutherland began fishing at the age of five, and this became a pastime that he enjoyed for most of his life. As a high school student, Sutherland played and excelled in several Sports, including tennis, basketball, and football.