Use a magnet on the case. If it sticks it is steel. I would either pull the bullet, and recover the components, or just toss the rounds if the case was steel. The most likely thing that steel cases would do is split, and stick in the chamber. Though they can cause a lot of undue wear on dies as well.
No matter how many times you do it and nothing happens it only takes something going wrong one time to kill you.