I have never had a problem with that. I use about:blank and have the Startup set to "Start with home page". When I startup and hit the house icon, it returns to a blank page. And I assume you are talking about IE....
You could look in this registry key, in the right page there should be a Start Page option which has your desired page.
HKEY_CURRENT_USER\Software\Microsoft\Internet Explorer\Main