According to this, it's OK.
http://housekeeping.about.com/od/pro...ieweasyoff.htm
It had never crossed my mind that it might not be OK, so I've done it lots of times. I've also never removed the racks when using the self clean feature and even put my burner grates in there. So far, nothing bad has happened with any of those scenarios.