If your screen is black and no longer responding, you should force the device to restart. Press and hold the Power button and the Home button until the Apple logo appears. However, do not forget that forced restarting could delete all data on your device.
If your device still does not turn on, you should charge your device for 1 hour. You should see the loading screen. If not, check your charging cable and the USB connector.