Well, I'm sitting here having a nice tall glass of Noob Cola. Very refreshing!
Yes, it was a firewall issue in the end and face-palm. I had to turn on the rule to allow File and Printer Sharing (Echo Request - ICMPv4-In) in Windows 10 and modify the scope.
Thank you for the reminder for the "is it plugged in" rule.