I've done it before. The trick, as is usually the case with soldering, is to clean off the oxidation so you have clean, fresh metal to solder to. The cleaning can be done with Scothbright, sandpaper, steel wool, a good wire brush, etc. Chemicals usually leave a residue that cause problems.