Without question store them with/in ATF( auto transmission fluid). You will not find a better anti-rust fluid...well maybe Marvel Air Tool Oil

Anyways stay away from using WD-40 it has alot of solids in it and when it dries out it leaves an ugly mess.
LAter,
Tim