Within the energy sector, women have been largely underrepresented due to deterring sociocultural norms. The growing recognition of the essentiality of gender inclusion in the larger energy-transition scenario must be further encouraged for addressing the complex nature of gender justice in the context of energy transitions and providing tangible inputs for policy uptake. This review provides new facets for the current debate on how a just transition for inclusive climate action can take a strong role in transforming gender norms and furthering gender equality.