Space probe imagery - why not in the visible spectrum?

There was a very profoundly beautiful photograph of the earth, taken from Mars orbit, shown here:

http://www.msss.com/mars_images/moc/2003/05/22/

As usual, though, it’s color enhanced. This got me to wondering: why are most (if not all?) images taken from space probe grayscale, infrared, or something other than a color photograph in our visual slice of the EM spectrum?

IIRC light in the visual range is absorbed by interstellar particles. Xrays and infrared are more penetrating. There’s something called the water hole, and this site also says:

There’s a nice graph at that link, and Google will turn up a lot more.