Hate to tell you, but I use IE7 and it's exactly the same. I doubt you're ever going to be able to do this natively within the browser.
Upon doing research, someone said they have had success in removing / adding headers and footers to IE's printing using the activeX object: http://www.meadroid.com/scriptx/
The complete component is not free, but there is a free portion of it that appears as if it might allow you to edit headers and footers. Check here: http://www.meadroid.com/scriptx/freedep.asp
I just had a quick play with it, and it works wonders. It means that users will need to agree to install the ActiveX object when they visit your page, and it will only work for IE. If you decide to implement this and you need a hand getting it working, just say so and I'll lend a hand.