It shouldn't. We (artists) used to use aerosol hair spray as a fixative for art.
If it doesn't harm delicate papers and mediums like charcoal and pastel, it shouldn't hurt steel, right?
We used Aqua Net aerosol. I don't know if they make it anymore, though.