Hobbies and Crafts Is smoke from burning paper harmful? Is smoke from burning paper harmful? Long-term exposure to fine particulates (“pm2. 5” or smaller) is thought to cause and contribute to lung cancer. This particulate matter (PM) is the very fine soot/dirt in the smoke from burning waste—even just burning paper.