Nose cancer is more likely to reduce your sense of smell overall. That's the case with olfactory neuroblastoma, a cancer that starts in nerves you need to smell things. Nasal polyps, which aren't cancer, can do this too. If you have an unusual odor in your nose, it's more likely to be an infection. Have your healthcare provider check it out.