TFS Agile Template error "Report execution has expored or cannot be found"

I always wonder why some errors simply disappear by closing and opening an application. This error happened when I tried to open the Sprint Burndown report from Visual Studio 2010. After investigating a couple of hours, I read that just re-opening Visual Studio fixed the problem. And it did!