Why can't I connect to the remote PC using Remote Desktop?

[Windows Central Question]

Cannot connect to remote PC using Remote Desktop

I am connected to my corp VPN. I can ping my PC on the VPN; but when I try to connect using Windows 10 Remote Desktop, it tells me it "cannot connect to remote PC". This worked without any problems with Win 8.1.