I don't know why, by my applicationhost.config file was completely missing from my C:\Users\Administrator\Documents\IISExpress\config\ folder.
Copy/pasting C:\inetpub\history\applicationhost.config into that folder seemed to fix the problem for me.
Got the idea from here.