gymnase (French) comes from Latin Gymnasium, from Ancient Greek γυμνάσιον, from Ancient Greek γυμνάζω, from Ancient Greek γυμνός, from Proto-Hellenic *gʷomnós — naked, nude.
gymnase (French): gymnasium