Duke has a site you can go to for rentals. It is http://communityhousing.duke.edu/LR_login.php
Try Old West Durham. That is a great little neighborhood with wonderful people. Close to Duke, shopping, Ninth Street. Check out its website. Good luck!
If interested, it will be availabe for rent in March or so. You can email me for more details and pictures at