I think the issue with fumes is largely a matter of personal tolerance and preference.
I use a kerosene heater for the few weeks here in Mississippi that's cold enough to need heat. When I do use it, I actually enjoy the smell. My dad used a kerosene heater in his shop on cold days and the smell brings back memories of childhood.