The icon comes in two varieties that you’ve probably seen.

 Just right-click the icon, and choose Pointing Device Properties from the menu.

On the Device Settings tab, you’ll find a Tray Icon section. Choose the Remove tray icon from taskbar radio button, and it’ll immediately be gone.

I realize this is very simple for most of you, but it’s good to cover everything that can save some memory.