Bought a bike years ago of some meth head in his front yard for very cheap. Didn't consider at the time that it was most likely stolen.

Now that I'm a broke student I'm thinking of buying some parts and riding it.

Is this right thing to do? If the owner recognized the bike I would hand it over.