You can buy linseed oil or boiled linseed oil from shops. I think Jan said either would do. But you do have to be careful with both, since they can chemically react with some cloths and spontaneously combust! (I'm not joking.) I apply it with a brush.
"Stop that!!! Careful with my J-J!"