Yup, Fairy Power Spray should work.
Just don't bother with spraying the minis, just pour some of the stuff into a glass jar and leave the minis in there. With metal minis I just let them sit in the stuff over night, but you could always take a look after a couple of hours - I'm pretty sure it won't melt the plastic or anything, but better safe than...