Leslie was the only son of Sir John Leslie, 1st Baronet, and Lady Constance Wilhelmina Frances Dawson-Damer.
On 2 October 1884 in New York City, with disapproval from both families, Leslie married Leonie Blanche Jerome, daughter of Leonard Jerome and Clarissa Hall [REF].