Abercrombie was born on June 26, 1938 in Buffalo, New York. He has Irish, English, and German ancestry. He studied at Union College and at the University of Hawaii, Manoa. He went to schools in Hawaii with the parents of Barack Obama. Abercrombie has been married to Nancie Caraway since 1981.