Get out permanent reboot loop

The Mac mini from the Universal App Quick Start Program is in a permanent reboot loop and nothing will stop it except unplugging the power.

Recovery Mode doesn't work. Resetting PRAM doesn't work. Even trying target disk mode doesn't work. Safe mode doesn't work. Holding the power button doesn't work. No peripherals attached. Nothing works. How do I get rid of this dud?