Beijing actually made huge improvements using drastic methods to eliminate coal consumption in the rural regions surrounding Beijing. This has made heating a bit bothersome (some poorer or colder villagers, natural gas shortages), but has improved air quality substantially.
That was not true for a really long time though, Beijing was still pretty bad even last year. Mr. 11 can always just go off to his villa somewhere else anyways.