It's not like every bike deserves to be rescued. I have enough ethical dilemmas just living life the best I can, no need to add to it voluntarily. I would always have a pang of guilt having taken a bike that wasn't mine.
I feel better here on Penn State campus knowing that abandoned bikes are picked up once a year.