storage of nuts
Yes, and yes. The deal with nuts is that the oil in them gets rancid very quickly. Walnut oil is, in my experience, among the most perishable.
If you're going to use them within a few weeks, the fridge is fine. But if you have room or will store them longer, store them in the freezer. They can be used straight from the freezer.