Yes but the next time you download/save something it appears again (and can be a pain if you are downloading a few things in one go) compared to Firefox where you can hide its download manager behind the window.
As well as the height of it is over what it really needs to be, The download bar in Chrome really shouldn't need to be any taller than the tab bar.