How to control a wall outlet with arduino?

I want to have a closet with LED lights in it. I don't want the LED lights to be on forever and i don't want to have to turn them off and on. How do i use an arduino to make the LEDs turn off when the closet is closed and turn on when it opens? I have no knowledge AT ALL so please simplify things for me. Thanks.