Wonder where Microsoft.SharePoint.ApplicationPages.WebAdminPageBase assemby is located? stop searching!

It is NOT in the sharepoint.dll. You must add a new reference to the Microsoft.SharePoint.ApplicationPages.dll. You can find this dll here:

C:\Program Files\Common Files\Microsoft Shared\web server extensions\12\CONFIG\BIN\Microsoft.SharePoint.ApplicationPages.dll