Its just a forum software thats been modified heavily. No idea which one, best guess would be phpbb
It loads fast because theres no large images being loaded, its just basic html and css. Thats why they have size limits on their avatars and signatures
Lots of things could make a webpage load faster. Optimized CSS, Minify css, using inline elements, image compression on the fly. pre page loading, and much more