The Indian Medical Association has written to Delhi Chief Minister Arvind Kejriwal asking him to cancel the Airtel Delhi Half-Marathon.
The IMA said their reason for doing so was the "high level of pollution".
Air quality in Delhi on Tuesday fell in the poor category.
There were other reports from the region of poor air quality and visibility.
The Airtel Delhi Half Marathon is scheduled to be held on November 19.