VMWare tries network boot although you've specified an ISO file in the device settings

It just happened to me, and I found the solution thanks to my teammate. You have to click on the check-box under CDRom that says "Connect at power on". By default, when you add a new CDRom to the machine, this box is not checked. So, there goes...