I think the general guideline for interview clothes is to dress one notch above typical work attire for the place you are interviewing. So, if typical attire is blue collar, you can probably get away with khakis and a polo shirt, rather than going with a dress shirt. I don't think slacks and a dress shirt is so fancy that it would be a turnoff though (the way showing up in a full suit may be).