Saddest piano piece that has actually moved you close to tears?Watch
Some pop piano pieces (piano covers of anime sad themes esp)
Schubert's impromptu in Eb Maj
Depends on my mood too, sometimes I do find it quite sad!
Edit: Also there is Someday the Dream Will End (from Final Fantasy X) by Nobuo Uematsu arranged for piano.