When I did it I had to move the icons off of the home screen on the phone. As far as I know it won't work with iTunes without it getting deleted. It will however stay this way even if you sync with iTunes, unless you use the iTunes Apps tab, then it gets deleted.
It would be cool if they had a setting to either have a blank home screen or not.