I installed Docker-Toolbox just now while following their webpage
I started with Docker QuickStart Terminal
and see following
I installed Docker without the Toolbox on Windows 10, so the version that requires Hyper-V to be enabled.
For Docker version 1.12 I had to go into the taskbar, right click the Docker Icon, select Settings -> Network and set the DNS Server to fixed, so that is uses Google's DNS server at 8.8.8.8
.
Once that setting was changed, it finally worked.