I have had the same problem for a number of years. This topic comes up every autumn, but my solution has been to 1) use a humidifier, 2) keep a window open in the room.
The window doesn't need to be open a lot. You just want to counter balance the affect of the furnace.
The window doesn't need to be open a lot. You just want to counter balance the affect of the furnace.