Objective The study investigates the association between coronavirus disease 2019 (COVID-19) and polycystic ovary syndrome (PCOS) and assess whether women with PCOS are at a higher susceptibility and risk for COVID-19 complications. Methods This review analyzes articles indexed in PubMed, Scopus, Google Scholar, and the Cochrane Library, focusing on the onset of the COVID-19 pandemic in December 1, 2019, until November 1, 2022. The quality of the evidence was assessed using the NIH quality assessment tool. The study was registered on PROSPERO (CRD42023371956) on January 12, 2023. Results A total of 11 observational studies were identified, totaling 22,155 PCOS patients. Despite the heterogeneity of the included studies, the findings of most of the studies were similar in terms of increased susceptibility and severity of COVID-19 infection in PCOS patients. PCOS patients were reported to have a 51% higher risk of COVID-19 infection than non-PCOS women (HR =1.51). Many causes have been identified to play a role, most notably the overactivation of the renin-angiotensin system (RAS) and elevated levels of RAS-associated proteins, decreased serum levels of neuropilin-1 (sNRP1), elevated serum biomarkers such as platelet degranulation and coagulation cascade markers increased acute phase response, and lower levels of vitamin D could render PCOS patients susceptible to a chronic inflammatory state, which can also lead to difficulties and severe consequences, when impacted by COVID-19. Furthermore, the COVID-19 pandemic also influenced psychological well-being, with an increase in the incidence and severity of depression and anxiety among PCOS patients in the COVID-19 pandemic era compared to healthy individuals. Conclusions Patients with PCOS are more likely to get infected with COVID-19 and display a higher affinity to severe infections and complications due to overlapping and confounding factors. These findings suggest that PCOS patients may need more medical attention when infected with COVID-19.