Kirkland was a brother of Elizabeth Lee Kirkland (1869 - 1936). Elizabeth became a famous theatrical actress, using the stage name "Odette Tyler".
Kirkland was a son of William Whedbee Kirkland (1833 -1915), a brigadier general in the Confederate States Army. The senior Kirkland was the only Confederate general who was also a veteran of the United States Marine Corps.