"Crazy He Calls Me" is a 1949 jazz standard. It was composed by Carl Sigman, with lyrics by Bob Russell.
Crazy He Calls Me Wikipedia
American jazz singer Billie Holiday recorded it. Other artists to record the song include Dinah Washington (with Clifford Brown), Natalie Cole, Anita O'Day and Claire Martin.