If you are jail broken, there are a couple of tweaks in Cydia that will allow this (two off the top of my head are RemoveBackground and WeeKillBackground).
If you aren't jail broken (read: have a stock iPad) then I'm sorry, but there is no way to shut every app down at once. Sorry.
Marilyn