How to install Ubuntu 16.10 without any gui?
You can install Ubuntu Server. Ubuntu Server 16.10
Just download the ISO file and make a installation USB disk with UltraISO or other tools, and install it on your computer offline.
You can install Ubuntu 16.04.1+ LTS (up to date 2017-01-15) with mkusb-nox or mkusb-dus in text mode from a compressed image file according to the following link,
help.ubuntu.com/community/Installation/UEFI-and-BIOS
This picture shows what it looks like after log in.