In French, name Celestine means – Variant of Celeste : This French name is based on the Latin caelestis meaning heavenly. Five popes have been named Celestine, two of whom were canonized.. Other origins for name Celestine include – French, Latin-American. Name Celestine is a unisex name and can be used for a boy or girl name (male or female).