Welding fumes are primarily composed of chromium, manganese, lead oxides, nitrogen dioxide, hydrogen chloride and ozone. Welding fumes are toxic to humans. They're known to cause shortness of breath, coughing fits and trouble breathing. Heavy exposure can also cause lung inflammation or even cancer in some cases.