The global outbreak of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has had an enormous impact on the world. Owing to limited data available, it remains unclear to what extent liver transplant recipients should be considered at a higher risk of severe disease. We describe a moderate course of coronavirus disease 2019 (COVID-19) in a patient who underwent a liver transplant 2 years earlier because of Budd-Chiari syndrome. The patient presented with malaise, headache, dry cough, and fever for 4 days. Immunosuppressive therapy with tacrolimus and mycophenolate mofetil was continued throughout the course of infection. Oxygen therapy was given for a single night, and the patient gradually recovered with supportive care only. With this case report, we demonstrate that liver transplantation and immunosuppression is not necessarily associated with severe COVID-19 and emphasize that more information on this matter is urgently required. Withdrawal of immunosuppressive therapy could be associated with higher mortality.