To install the icon set, click on the above thumbnail and save the PNG to ~/.blender/icons. You can then select it in the user settings under Themes>UI and Buttons>Icon File. You will need a very recent blender build.
For those who don’t like saturated colors for their icon set, there is an excellent alternative made by Jendrzych.
Update: Action shot for Steven: