Wrong.
http://www.wowwiki.com/Armor_penetration
Take note at the explanation Ghoscrawler gave. Armor pen reduces "up to x amount of armor". Basically, our armor pen removes all armor up until a given point on a boss, then the rest of that bosses armor is completely unaffected.