In recent times, several international courts (ICs) have faced resistance from their member states. A recurring narrative used to justify states’ backlash against ICs has been that ICs are increasingly overreaching and essentially interfering with states’ sovereignty. This article explores what backlash over sovereignty actually entails, highlighting a diverse set of political agendas and strategies. The article first develops an analytical matrix of three forms of sovereignty politics – by design, as a shield and as reprisal – to capture different aspects of sovereignty politics. This framework is then used in an empirical analysis of four African states that, within a four-year time-period, all withdrew their declarations granting direct access to the African Court on Human and Peoples’ Rights (Court) for NGOs and individuals from those states. In all cases, sovereignty was claimed as the reason for withdrawal but as we demonstrate, the cases vary. Overall, we find that resistance against the African Court does not necessarily emerge from a challenge to a principled concept of sovereignty, but from sitting governments’ narratives of what human rights ought to be, who ought to invoke them, and when. In other words, sovereignty arguments work mainly to safeguard member states from the authority of the African Court where state practices collide with international commitments to human rights. This takes on a distinct rhetorical framing that utilizes and evokes a set of different meanings of sovereignty, for example that the Court is outside its delegated competences or the issue is inside a vague notion of internal affairs. By using these legal-rhetorical strategies, member states seek to avoid having to address directly the challenges being brought against them at the IC.