The story
From Latin trans ("across") + English celestial ("heavenly"), from Middle English celestial, from Old French celestial, from Medieval Latin caelestialis, from Latin caelestis, from caelum (“sky, heaven”).
Etymology from Wiktionary, CC BY-SA 4.0.