My boss started having this problem this morning. It may possibly be due to an update. The calendars appear to still be working fine (not 100% sure they're
getting new updates) and I've tried deleting them and re-adding them and the problem persists. Outlook will pop up the Security prompt asking for login credentials, with the username of the person whose calendar is shared pre-filled in the user name section.
If you click cancel everything continues to work but it prompts you again in a few minutes.
These calendars have previously worked perfectly with no issues.