We refer to it as a power failure, a power outage, or we simply say the "power is out." If the electricity is out over a large area (an entire city or county, for example), you could refer to it as a "blackout." Saying "we have no lights" or "the lights are out" wouldn't necessarily convey the message that all the electricity is out.
