Were it CPU intensive it would be so on the client side and have no affect on the server, and fwiw, scrolling back and forth quickly I saw no cpu spike (fairly new MBP, granted).

It's more likely that the site has been taken down by being posted on sites like HN/reddit/digg/etc (it was easier when we could just say it was "the /. effect").