Albert Grieg Rutherford (January 3, 1879 – August 10, 1941) was an American lawyer and politician who was elected to three terms as a Republican member of the U.S. House of Representatives from Pennsylvania, serving from 1937 until his death in 1941.

He immigrated to the United States in 1883 with his parents, who settled in Carbondale, Pennsylvania.

He attended Blair Academy in Blairstown, NJ, and the Scranton-Lackawanna Business College.

He graduated from the University of Pennsylvania Law School at Philadelphia in 1904, where he became a member of the Delta Chi fraternity.

Rutherford was elected as a Republican to the Seventy-fifth, Seventy-sixth, and Seventy-seventh Congresses and served until his death.