Note to myself: new OS, missing configuration:

1. Start command shell in administration mode
2. netsh http add urlacl url=http://+:80/ user=DOMAIN\user

Update: If you are doing this, your local IIS might not be able to display websites on port 80. See this post: Service Unavailble HTTP Error 503 mit IIS 7 auf Windows 7