Meaning and information about Celia, What does Celia mean? Celia means From the Latin Caelia, which is a feminine form of the Roman clan name Caelius, meaning heavenly, or of the heavens. Also a variant or dimintitive of Cecilia. Famous bearer: British actress Dame Celia Johnson'. Find similar names like Celia.