How do you join programme committees for conferences?
It's rare. I know of one conference though (in theoretical computer science) where the steering committee actively maintains a list of "qualified but has never served", and strongly encourages PC chairs to look over that list when selecting names. Your best strategy might be to approach the steering committee and suggest that they do something like this, so as not to sound like you're shilling for yourself :)