Harry was the son of James Shirley Leakey (1824–1871), one of the eleven children of the portrait painter James Leakey.
Harry fusese fiul lui James Shirley Leakey (1824–1871), la rândul său unul din cei 11 copii ai pictorului portretist James Leakey.