You have to expose the kids to guns so that you can teach the proper respect for them and that safety is the #1 priority. Take the mystery and "forbidden fruit" aspect out of it, and replace it with healthy respect and proper safety instruction.
This is exactly what my dad did with me. He decided that I had learned the healthy respect thing well enough to give me my own keys to the guns by the time I was about 10-12.