This paper reexamines the design of the optimal lockdown strategy by paying attention to its robustness to the postulated social welfare cri- terion. We first characterize optimal lockdown under utilitarianism, and we show that this social criterion can, under some conditions, imply a COVID-19 variant of Parfit's (1984) Repugnant Conclusion: for any non- maximal lockdown saving lives at the cost of reducing average utility at a given period, there exists always a stricter lockdown, which further reduces average utility, but leads to a larger aggregate welfare. The optimal lock- down under utilitarianism is also shown to deteriorate the situation of the worst-off, against Hammond Equity. In order to do justice to Hammond Equity, we characterize optimal lockdown under the ex post egalitarian criterion, which gives absolute priority to the worst-off ex post. Under general conditions, the ex post egalitarian optimum involves a zero lock- down. Varying between zero and its maximal level, the optimal lockdown policy is not robust to the postulated ethical criterion.