SP2010 Installation - Error creating configuration database

When I tried to install the new RC of SharePoint 2010 on my machine, I got an “Error creating configuration database” message. When I went to the installation log I found a “User cannot be found” error. The cause was that the configuration wizard could not find the AD controller, which was easily solved by opening a VPN connection as I was working from home.