Hi Christopher,

If you navigate to:  Home / ► Block: Calendar / ► Permissions via the Assign Roles in Calendar block you can see who has the View Block capability. You can remove the Guest role there.

Generally users will see entries relating to themselves, and any Site-wide events.

hope this is useful,

cheers,

George.