Leon Kroll was born on December 6, 1884, in New York City, New York, United States. He was a son of Marcus Nathaniel Kroll, a violinist, and Henrietta Moss. An American violinist and composer William Kroll was Leon’s cousin.
Leon reveled his interest in art at the childhood. As a teenager, he made a strong decision to become an artist.