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I use the bluing method often. Unfortunately I don't think it will be helpful with this type of etching. If it were mine I would spend some time on it with steel wool and call it good. As you have...

You can get a little more aggressive on the rust with some oil and fine steel wool. Won't hurt the etching and should get most of the rust.