I too am skeptical of claims that it is non-carcinogenic. However, I have to set that aside and acknowledge that I don't know for sure. I mean, you could smell perfume with little or no side effect, but if you inhaled the scent of a toxic chemical (that otherwise smelled OK), it could kill you in an instant.
Either way, I think breathing smoke - carcinogenic or not - seems like a bad idea.