From Latin gymnasium, from Ancient Greek γυμνάσιον (gumnásion). Compare Catalan gimnàs, French gymnase, Portuguese ginásio, Spanish gimnasio.
Practice speaking and memorizing "ginnasio" and many other words and sentences in Italian.