I'd say in about one out of ten tries I'll get a page with no flight info. I've found hitting the retry always gives me a different day if it gives me any results, but all this has been happening for weeks. I just do a new search and fill out the info again and it usually works that time.
Did what you suggested - new search - still no luck! Will try again in a few days time to see if the problem has gone away.