I attempted to build many science projects as a kid, but failed repeatedly because of my poor fabrication skills, lack of proper tools, and no money. Particularly frustrating were my attempts to build a gas liquifier outlined in "The Amateur Scientist".

Not exactly a science project, but my brother and I finally managed to construct a go-kart out of scrap. It would do about 40 mph, and was enormous fun.