I'd leave the spoiler in, after you remove it, you'll have to get it repainted and touched to fill in the 4 holes.

But if you insist, then might as well graft in a strip of LED's in the trunk lid for your 3rd brake light. I've seen this done on a few cars, one of my favorite's is Inspyral's custom work...