McLeod on August 27, 1937, in Detroit, Michigan, and grew up in a musical household. Her mother, Anna McLeod, was a member of the choir at her church; her half-brother, Ernest Farrow, became a jazz bassist; and her younger sister, Marilyn McLeod, became a songwriter at Motown.

With the encouragement of her father, Alice McLeod pursued music and started to perform