Crazy but true. Its all right here from Apple:
iPad: Issues connecting to Wi-Fi networks
Check to see if your screen brightness is set to the lowest level by going to Settings > Brightness & Wallpaper. If brightness is at lowest level, increase it by moving the slider to the right and set auto brightness to off.