They did. Google's been running mobile ads (first in Japan, then worldwide) since 2006. But AdMob just plain does it better -- nicer interface and significantly higher CPMs for publishers.
I'm sure they also wanted the talent. I've met one or two of the AdMob guys and they seem pretty sharp.