How to fix "System.NullReferenceException: Object reference not set to an instance of an object. at Microsoft.SharePoint.SPField.GetTypeOrBaseTypeIfTypeIsInvalid" ?

What?

I suddenly started to see an exception "An unexpected error has occurred" in our SharePoint 2010 site when I tried to access the site's landing page.