COVID-19 is one of the most prevalent infectious diseases in this century. While many studies have proved that smoking suppresses pulmonary immunity and increases the risk of lung infections, there are fewer reports on the association between smoking and the severity of COVID-19 infection. Studies of both Chinese researchers and a Harvard University research team revealed that the risk of developing severe outcomes doubled in smoking COVID-19 patients. The first meta-analysis showed that there was no statistically significant effect of smoking on developing severe COVID-19 outcomes, and the report of several researchers that the smoking rate of COVID-19 patients was lower than that of the general population even led to the emergency of the “nicotine protection” theory. However, subsequent studies found the data collection and analysis methods of the first meta-analysis invalid. The corrected analysis indicated a statistically significant correlation between smoking and the severity of COVID-19 outcomes. Population studies using meta-regression and spatiotemporal models also identified a higher COVID-19 prevalence in areas with higher smoking rates. According to the COVID-19 registry developed by the US-based Cleveland Clinic, greater smoking exposure was associated with higher rates of COVID-19 hospitalization, ICU admission, and mortality. The results unveiled a dose-response relationship indicating the causal effect of smoking and COVID-19 outcomes. The UK Biobank recruited around 420,000 participants, and a combination of epidemiology and genetic studies concluded the causal effect of smoking on the risk of severe COVID-19 outcomes. As reported by studies on transmission mechanisms, smoking increased the expression of ACE2 (angiotensin converting enzyme-2) receptors, thereby increasing the risk of infection. Hand and mouth contact during smoking was also a risk to increase viral transmission. In a large-scale meta-analysis that studied tens of thousands of patients, in addition to hypertension, diabetes, cardiovascular diseases, COPD, and chronic renal diseases, smoking was one of the in-hospital mortality risks. This review article concludes that smoking increases the risks of infection, severe outcomes, and mortality of COVID-19. Smokers are urged to stop smoking as soon as possible.