Close/hide "Now Playing" Window?

iTunes 10.7, Mac OS 10.6.8

Every time I switch to iTunes from another program, the iTunes window/playlist is partially covered by a large "Now Playing" window. No matter how often I close this window, it pops back up to the front when I come back to iTunes from another program. Is there any way to close it and keep it closed?