I had this issue but then I clicked on Inbox at the top (next to the mailboxes icon below the get mail button in the top left corner) and it refreshed the list of emails and revealed 2 unread messages with dodgy attachments that should have been flagged as either spam or infected.
I deleted the 2 messages which resolved the problem.
I deleted the 2 messages which resolved the problem.