Booker was married to the pianist Bertha Hope with whom he played in a trio that included drummer Jimmy Cobb.
Booker war mit der Pianistin Bertha Hope verheiratet und Mitglied ihres Trios, in dem auch Jimmy Cobb mitspielte.