I haven't heard of a way to get rid of the icon completely. What you could do, though, is to set it to "Always Hide"
Right-click the notification area, and select Properties. Under the Notification area heading, click Customize. Find the Safely Remove Hardware icon and select "Always hide" in the Behavior column next to it.