Despite widespread interest in the pathophysiology of COVID-19 in respiratory and cardiovascular systems, little is known about the morphologic and molecular changes in the testis of patients with COVID-19 and the effects of SARS-CoV-2 infection on male fertility. We report here on the pathophysiology and molecular feature of testes obtained at autopsy from six men with COVID-19, as compared with those of testes from three men with age-matched, uninfected SARS-CoV-2. Our histopathological results showed that all COVID-19 patients had severe spermatogenesis damages compared with controls. Importantly, we detected the nuclear acid of the SARS-CoV-2 virus, viral particles, and SARS-CoV-2 spike S1 protein in COVID-19 patient testes, and we also found ACE2 and TMPRSS2 significantly elevated in the testes from COVID-19 patients. Furthermore, we observed a prominent leukocyte infiltration, including CD3+ T lymphocytes, CD20+ B lymphocytes, CD68+ macrophages, HLA-DR+ myeloid cells, and CD38+ plasma cells in the testes of COVID-19 patients. RNA-Seq analyses further revealed SARS-CoV-2 infection could lead to dysfunction of the genes that regulate the spermatogenesis and inflammation response-related pathways. Collectively, our pathological and molecular examination findings indicate that SARS-CoV-2 could directly attack testicular cells, thereby inducing the damage of testicular immune privilege and spermatogenesis defects.