Yes. You just need to set your iron a fair bit hotter and learn to live with matte solder joints.
That oxide film tends to interfere pretty badly with wetting of surfaces being soldered. In other words - it's much easier to end up with a "dry" joint - even with adequately increased temperature - unless better and/or more flux is used.