I would just ignore the noise and stuff. It isn't actually hurting anything and other than being annoying is not really that big of a deal.
You could oil the brakes down if you know it is going to be parked for a while. The pads will eventually become oil soaked if you do it often and will need to get hot enough to burn all the oil out of them either by driving like a nut or hitting the pads with a propane torch
Then again as little as you use the car you might want to oil soak the pads anyway, it will reduce rolling resistance and you don't hit them hard enough to worry about needing real strong brakes most of the time.