Does anything happen if I light all the lanterns with blue flame?
No, they do nothing once you light them, but they do stay lit forever in case you are near one and ever need to start a fire for some reason.
There is also a small mini-game involving lighting a blue torch and its easier if there happens to be a nearby torch that is already lit.