Another subtlety is that RGB colors are additives while CMYK colors are substractives.
increasing all the colors in RGB gives you white (additive)
increasing all the colors in CMYK gives you black (substractive)
For more info:
http://www.rgbworld.com/color.html
Edit: even better explanation:
http://www.sketchpad.net/basics4.htm