I would add that while Sauron's original body was destroyed during Ar-Pharazôn's attempt to enter Valinor (Numenorwhen Númenor was destroyed), his spirit survived and fled back to Middle-Earthearth. While it is not exactly described how Sauron was, I assume that he was very likely like the NazgulNazgûl: When swept down by the flood or killed by Merry/EowynÉowyn they left no physical body. Sauron
Sauron is likely like his servants more living in the Unseen world and needs magic to give his spirit presence: Itpresence; it is explicitly mentioned in the first book that Sauron gave the NazgulsNazgûl their garment to give their normal spirits a form to act in the material world. So as Daft said, he would have garmentgarb for himself enabling him to put the ring again on his finger.