It means you have some unread items on your Calendar. Maybe appointments or something??

I still don't get it. All my appointments are entered by me, so how can they be "unread". I do not use Exchange, so there are no corporate invitations to join a meeting.
In any case, how do I find an appointment that is unread? Is there a Search function?