This is a pun on viewpoints. A viewpoint is the location at which you view something. A viewpoint is also how you think about something. Astronomers have private viewpoints because they look through a telescope and only one person can look through a telescope at a time. The joke says that astronomers have thoughts, or viewpoints, that they do not share with others and keep private.
Astronomers often have their own private viewpoints .