Background and Aims The severe acute respiratory syndrome coronavirus 2 (SARS‐CoV‐2) is known to affect multiple organs by binding to angiotensin‐converting enzyme 2 receptors and might therefore affect male fertility. This review aims to collect all original articles on the effects of SARS‐CoV‐2 infection on male fertility, including the duration of time after infection required for these effects to begin to manifest and recommend how clinicians should approach cases with a recent illness. Methods This review was developed according to the preferred reporting items for systematic reviews and meta‐analyses guidelines. The search string was applied to four online databases—namely Pubmed, Embase, Medline, and the Cochrane COVID‐19 Register—and screened using the online tool Covidence.org . Articles were eligible for inclusion if they were cohort studies involving a healthy male population diagnosed with COVID‐19, each of whom had semen samples collected before and after the infection or two different semen samples collected after the diagnosis. Results Nine cohort studies were eventually included. Five articles had pre‐ and post‐COVID‐19 data while four had two sets of post‐COVID‐19 data. The three largest studies found a statistically significant decrease in all semen parameters when waiting less than 3 months from diagnosis before sample collection, and no significant differences in results when the ejaculate was analyzed more than 3 months after recovery. One study compared the COVID‐19 patients with a control group and found a significant decrease in semen parameters in the COVID‐19 group. Conclusion Spermatogenesis seems to be affected by SARS‐CoV‐2 infection, but the impact tends to reverse within 3–4 months. It is still unclear why male fertility is affected by SARS‐CoV‐2 infection, and it might be the result of several different components. Clinicians should consider recent SARS‐CoV‐2 infection as a possible reason for the low semen quality of patients' semen samples, and might therefore need to collect new samples after 4 months before further treatment.