You can use this the System.Uri class like this:
System.Uri uri = new Uri("http://stackoverflow.com/search?q=something");
string uriWithoutScheme = uri.Host + uri.PathAndQuery + uri.Fragment;
This will give you stackoverflow.com/search?q=something
Edit: this also works for about:blank 🙂