So. I have this thing from Energizer.

The lamp (bottom left) is a regular incandescent lamp. Build quality is dirt cheap. Can anyone who's ever been outside and knows what it's like tell me if replacing the lamp with an LED will result in a working light? Assuming this is so, does anyone happen to have such a lamp on hand?