Rugged Warehouse never really caught my notice while it was in the Barnes & Noble plaza on Harbison Boulevard. I hit B&N fairly often, and Outback and Chili's from time to time, but I guess I never go over to the back part of the plaza. I'm not even sure how long it was there. For some reason I can't find my 2009 phonebook, but it's not in this year's, and it's not in 2008. However, I can't find the Forest Drive store in there either, so maybe I'm somehow looking in the wrong place.
(Hat tip to commenter RM.)
UPDATE 4 April 2012 -- As mentioned by commenter Andrew, Off Broadway Shoe Warehouse is in the offing: