AI ethics in healthcare is largely shaped by Western ethical principles such as Kantianism. In this research brief, we highlight the African moral theory of Ubuntu as an alternative to ground ethical principles in AI for healthcare. Ubuntu can play an essential role in guiding the design, deployment and use of trustworthy AI systems in healthcare that works for everyone. Therefore, upholding the fundamental human right to fair and accessible healthcare.