While you're at it, sand all the other areas you treated for rust to smooth them out and prepare them for painting. Any spots you've sanded down to the bare metal must be primed before you paint ...

If a chair is not in really bad shape, i.e., no metal rusted through, sitting straight, and not in need of replacement parts, it will be a good candidate for a DIY paint job as described above.