What's inside this current limiter?
It's almost surely some kind of impedance (a power resistor or an NTC thermistor) with a time-delay relay contact shunting the resistance. 

That way the power consumption in steady state is small- perhaps 0.4W- mostly just the relay coil and the control circuitry.  

The relay contact simply closes a short time after power is applied.