I have one of those fire pit fires that imitate a living fire (and is completely useless as a fire by the way)
It was in the house when I moved in (2009) and I rarely use it.
Occasionally in windy weather it gets covered in what looks like soot
Could it possibly be that the chimney needs sweeping even though nothing goes up it?