Press and hold any of the widget screen until it shows a zoomed out screen of the widget with '-' sign on it. Tap the '-' to remove the widget screen. You can't remove the + screen because this is the only way to add more widget but if you add enough widgets (5 max IIRC) and reached the limit, it will go away.