How to delete cached autofilled email addresses

Outlook 2010:

1. Open a new email message.
2. Begin typing the email address or name that you would like to remove.
3. When the name appears, use the down arrow key to highlight the address and press the delete key on your keyboard (or click the "X" to the right the address).
4. The bad address should now be removed.

Additional details