If my dumber-then-a-doornail Dell Dimension 5150 can play MineCraft, your computer can. And my stupid desktop can play it fine on the lowest settings, so there's your answer.
Haha, my previous comment is now irrelevant. My Dimension can now run Minecraft at Fancy Graphic settings on Normal render running at 50 FPS. 2 GB RAM.