Unable to start debugging. The startup project cannot be launched

I close VS2015 and restart, the problem is solved.

I had the same problem (Visual Studio 17.3 and 17.4). I was able to solve today. It turned out that the cause was an extension. After deactivating this extension I was able to debug again.

Edit: In my case it was the "Arduino GDB for Visual Micro 2017".