Ok, I noticed a small leak coming from the fireplace. A regular wood burning, not gas. I placed a towel in there about a week ago. Then last week, when I heard the noise, I remembered that I placed the towel inside.
I removed it, and no longer hear the noise on start up. Could this possibly be...