TouchBar appears on the screen when clicked
Apparently this is the zoom feature of TouchBar. It was already disabled, I have enabled and then disabled again before. To fix the problem, 


Open System Preferences -> Accessibility -> Zoom
Click Enable Touch Bar zoom checkbox twice to reset its status, final version should be unclicked.