Last comment: this is a key point!

You could write a whole book on this aspect alone. It's not just that you, the interviewer, should be careful with your body language to try to relax the candidate - it's that you should be looking at the body language of the candidate and help them move forward or back off from questioning when before they start to get defensive or upset.