How to delete Outlook Calendar appointment with invalid date (Jan 01, 1601)

1. Select Calendar
2. Go to View>Set the view to By Category
3. Find the appointment in the list
4. Highlight it and click the X on the Outlook menu bar (to delete the appointment)
5. The appointment should disappear from the list.
6. Change the view back to what you had originally.