Microsoft Exchange Server reported error 0x8004010F object could not be found

Outlook 2003 is trying to download an in existent address book from the server.

TOOLS -> OPTIONS -> MAIL -> Send / Receive options -> Bottom left corner and uncheck download offline address book.