Interpreting energy poverty in respect of lack of accessibility, availability, and affordability of energy resources, this study aims to explore the macroeconomic determinants of multidimensional energy poverty in China over the 2005Q1-2019Q4 period. Three weighted and one unweighted energy poverty indices are constructed to measure the incidence of energy poverty in China using relevant energy-related indicators that capture the accessibility, availability, and affordability dimensions of energy poverty. The overall results indicate that a 1% rise in the degrees of fiscal decentralization and country risks aggravates the energy poverty situation in the long run by reducing the energy poverty indices at most by 0.05% and 0.03%, respectively. In contrast, positive shocks to the levels of economic growth, renewable energy share, and technological innovation by 1% are evidenced to be associated with declines in the energy poverty indices in the long run at most by 0.43%, 0.18%, and 0.06%, respectively. Besides, the marginal impacts of these variables are seen to be comparatively larger for the composite energy poverty indices that emphasize more on the accessibility dimension of energy poverty in China. Based on these findings, greening the fiscal decentralization policies, lowering country risks, promoting economic growth, stimulating higher renewable energy use, and financing technological innovation are recommended for mitigating the incidence of energy poverty in China. These policies are also expected to assist China in partially achieving the Sustainable Development Goals agenda of the United Nations and enable the nation to attain its 2060 carbon neutrality target.