What about the pieces for solo cello (BWV 1007-1008)? The Goldberg Variations? The solo violin sonatas (BWV 1001-1006)? His motets (e.g. BWV 227) and cantatas (too many to mention)? Or the Matthäus Passion (BWV 244)? Most people would also mention the Orchestral Suite No. 3 in D major (BWV 1068, more famously known as "Air on the G string"). Then, for sheer awesomeness, his Mass in B Minor (BWV 232) is hard to beat.
That said, aside from some of the above pieces, Bach is often too dense, complex and (heh) baroque to be truly moving. The beauty of many of his pieces are in their construction, not in their ability to give you goosebumps.