This paper examines the role of social transformation in strengthening climate change adaptation across rural African communities, where environmental vulnerability, poverty, and socio-economic inequalities continue to undermine resilience. It addresses a critical research gap in existing climate adaptation literature, which has largely emphasized technological and policy-driven interventions while neglecting the social, cultural, gendered, and indigenous dimensions necessary for sustainable adaptation. The objective of the paper is therefore to develop a social transformation framework that integrates community participation, indigenous knowledge systems, gender inclusion, climate social policy, and sustainable livelihoods into climate adaptation strategies in Africa. Using an empirical and interdisciplinary conceptual approach, the study draws from community development, environmental science, climate policy, and social transformation theories to examine how rural communities can effectively manage climate change impacts. The methodology relies on extensive literature synthesis and contextual analysis of climate adaptation practices across African countries. The findings reveal that climate resilience in rural Africa depends not only on technological innovation but also on inclusive social transformation processes that empower local populations and strengthen community networks. The study demonstrates that indigenous knowledge systems, community-led adaptation initiatives, climate-smart agriculture, gender-inclusive participation, social protection mechanisms, education, and local governance are central to effective adaptation. It further shows that socio-economic inequalities, weak institutional support, and cultural barriers continue to limit adaptive capacity across vulnerable communities. The paper concludes that climate adaptation policies in Africa must move beyond narrow technical responses toward holistic, participatory, and socially grounded frameworks. The implications of the study emphasize the need for governments, civil society organizations, and local institutions to co-produce climate solutions that are culturally relevant and community-driven. The paper contributes to knowledge by advancing a comprehensive social transformation framework that bridges indigenous knowledge with scientific adaptation strategies for sustainable climate resilience in rural African communities.