FAQ: In Console, why am I receiving a message notification even though there are no new visible messages?
This can happen if the permissions assigned to your account only allow you to view primary and secondary learners in Console.
Go to the Classic interface -> Collaboration Centre token, and see if there are any unread messages there. You should be able to see any messages from other learners, Admins or Employers there that are not visible in Console.