Coronavirus disease 2019 (COVID-19) is a viral infection caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) which is known to be associated with immune dysregulation and can cause multiorgan dysfunction. Sarcoidosis is another disease associated with increased inflammatory responses due to immune dysregulation which can also affect multiple organs. Although sarcoidosis, like COVID-19 infection, can affect virtually any organ, the lungs are the most commonly affected organs. Sarcoidosis most commonly presents as lung nodules and bilateral hilar lymphadenopathy. Rarely, multiple granulomatous lesions can coalesce and manifest as lung masses, and these often mimic lung cancer. We present a case of a 64-year-old male who presented with shortness of breath and pneumonia-like symptoms for one week and a nasopharyngeal swab for SARS-CoV-2 was positive. Workup revealed a large 6.3×4.7 cm lung mass in the right upper lobe along with enlarged bilateral lymph nodes. A CT-guided lung biopsy was done which revealed non-caseating granulomas containing epithelioid cells. Other causes of granuloma like tuberculosis and fungal infections were ruled out. The patient was managed with low-dose steroids and a follow-up CT scan done after eight months revealed complete resolution of lung mass with minimal mediastinal lymphadenopathy. This is, as far as we are aware, the first case of COVID-19 infection manifesting as a lung mass that was ultimately diagnosed as sarcoidosis.