What is that smell that occurs each year when I turn on my furnace for the first heating of the cold season?

That smell is the result of dust accumulating on the furnace’s heat exchanger and meeting high temperatures. After all your furnace has not been used for around six months and the most of us don’t dust the equipment in our mechanical room.

Typically the smell disappears after a couple uses at the beginning of winter.