Totally conveys that feeling of loneliness. One on a line by itself? I think the poem's structured in such a way that every line is a part of a "leaf" falling. A leaf falling usually conveys sadness to me.
Edit: The more I reread it or think about it, the more depressed I get... Also, the poem...