Hide or close the room during creation or after.
Use IsVisible or IsOpen.
Usually private rooms are invisible/hidden and only players allowed to join it should know its room name.
Private rooms are joinable only by name and not by random matchmaking.
You could also make use of the Expected Users feature to set the list of UserIDs allowed to enter the room.