First/Fresh/Pristine installation not working

Windows 10 Enterprise, Version 1709, 16299.309.

I am trying to install the latest version of Docker, the installer just hangs. I tried to execute it as an administrator from the command line:
No progress

I came across an open ticket on the Docker Github and also several threads where users are struggling with this issue. Any pointers?