Finally, stand-alone TFS works on my Win 7 laptop. Now I can play with the source control functionality.
VS 2012 + VS2012 Team Explorer + TFS 2012
They key is to configure TSF including Build Configuration.
I got an error when creating a team project on complaining the server connection if 'Build Configuration' is not done.
Unfortunately, the trial version only works for 90 days.