How To Delete Unwanted Calendar Invites. If you receive unwanted calendar invitations or event notifications, you may have subscribed to a spam calendar by accident. If this doesn't fix the issue, delete the calendar subscription in settings:

In the meantime, you can create a rule to delete or move to junk meeting invitations. To remove the events, delete the calendar.