iPad mini must be plugged in to turn on even if battery is fully charged
Sometimes it helps to do a soft reset:
hold the Power button and the Home button at the same time, keep holding, the unit will switch off, keep holding, then when you see the white apple logo let go and let the ipad start up normally.
Try again.