The delay part can be as simple as 1 resistor, 1 capacitor, and 1 small MOSFET.
But
The light will not snap on after the delay, it will come on slowly enough to see that it is coming on slowly. If you want it to snap on crisply after the delay, then for a simple one-off project I would go...