Intel just released the perfect motherboard for you, it's called the D201GLY. It's a Celeron 1.33 Mini ITX board for under 75 bucks from mini-box.com. Add 512 megs of DDR2 for about $30, and an old PATA hard drive to put Windows on, and you have a decent cheap web system.
For a case, you have...