While I am no electronics expert, I would imagine this "timer" is really nothing more than a capacitor. Stores energy while the circuit is powered and burns off the energy lighting the light when the power is off. Once the available energy in the capacitor is gone the light goes off.

Where the expertise is needed is sizing the capacitor to do what you want it to do.