When creating the draft, the “Give access to all users” box is checked by default and is therefore public. Uncheck this box to make it private.
To change its visibility after creation, click on the pencil to rename the draft, then uncheck the “Give access to all users” box.
(Note that the “Give access to all users” box is visible only to email’s creator, even when the email is public.)