Taskbar Eliminator is the apllication you need to get rid of it and make it disappear.
It's easy to use. You run Taskbar Eliminator and you decide when it will be shown. Press Alt+T (or the key combination you choose) to enable or disable it. That's all.
In the settings panel you can choose whether to hide it at startup or not.