That's the power light for your computer case indicating the computer is on / off / in sleep mode
Not plugging it will just mean that your case won't show a power on light or a blinking sleep mode light if I'm not mistaken. I don't think it has any effect on turning on your computer
If your case doesn't have a wire(s) for the power LED it might just not have a LED indicator or perhaps its labeled as something different