 Gitenstein is of Romanian Jewish heritage, as his grandparents were immigrants from Botoșani, Romania in the late 19th century.He went to high school at the private Indian Springs School in Indian Springs, Alabama, graduating in 1964.He attended Duke University and Georgetown Law School.