The burning voltage of those discharge lamps is somewhere between 30-100V. I wouldn't call this high voltage. The only high voltage is the striking voltage (>10kV for striking a hot lamp), but this lasts only a couple of microseconds.
The lamp driver will probably shut down if it does not see the correct load, because those lamps are often driven using constant power regulation.