Central heating in North China produces severe air pollution, although the need for heating may be reduced by rising temperatures associated with climate change. The regional trend of mean heating length (HL) for North China was −0.32 days per year during 1961–2019. Compared with the 2010–2015 mean values , the start and end dates for central heating in the North China Plain (NCP) during 2050–2055 will delayed by 9 days and advanced by 12 days, respectively, under the Shared Socioeconomic Pathway 5–8.5 (SSP5-85), and by 5 and 8 days under the carbon-neutral (CN) scenario, based on Coupled Model Intercomparison Project phase 6 model simulations. Here we propose a flexible heating policy (FHP), such that HL is determined strictly by temperature, and the associated air pollution benefit of shortening HL are examined by a global 3-D chemical transport model GEOS-Chem. The study focused on the year 2019 with the current goal of elimination of severe PM2.5 pollution, and with the minimum HL estimated to provide up to a 24% reduction in severe PM2.5 pollution (daily mean PM2.5 > 150 μg m−3) over the NCP during periods of FHP implementation. For future CN policies, the NCP can achieve great air quality improvements by 2050, with more than 60% of days throughout the heating season with daily PM2.5 concentrations of <10 μg m−3, and 95% with <35 μg m−3. Although the SSP5-85 scenario may lead to reduced HLs, pollutant emissions are likely much higher than under CN scenarios, with pollution days of PM2.5 >100 μg m−3 still occurring frequently by 2050. Our results highlight that FHPs may effectively reduce severe PM2.5 pollution, and China’s carbon neutrality goals will play critical roles in mitigating air pollution and prolonged heating welfare during future heating season.