Here it is months after Win8 release and I purchase a new laptop with a fresh install of Win8 --- and I have the same problem. Solitaire just randomly crashes and returns to the home screen.
I used to like to play a quick game when I had a second, but no more since this stupid thing takes 3 minutes to open. I'm not impressed with Win8 so far (and I won't even mention the ugly one-dimensional windows)