The coronavirus disease (COVID-19) pandemic has created a remarkable and varying impact in each region, which calls for broad attention. Recently, the Bacillus Calmette-Guérin (BCG) vaccination has been regarded as a potential candidate to explain this difference. Herein, we hypothesised that past tuberculosis epidemic may act as a latent explanatory factor for the worldwide difference in COVID-19 impact. We compared two indicators of past tuberculosis epidemic, namely, incidence (90 countries for the incidence rate in 1990) and mortality (28 countries for the mortality rate in 1950) with COVID-19 mortality rate. An inverse relationship exists between both past epidemic indicators and COVID-19 mortality. The rate ratio of the cumulative COVID-19 mortality per 1 million was 1.08 (95% confidence interval [CI]: 0.98–1.18) per 1 unit decrease in the incidence rate of tuberculosis per 100,000 people. This association existed even after adjusting for potential confounders (elderly rate, diabetes prevalence, mortality rate from cardiovascular disease, and gross domestic product per capita) [adjusted rate ratio: 1.05, 95% CI: (1.03–1.08)]. After latent infection, Mycobacterium tuberculosis survives in the human body and may continue to stimulate trained immunity for lifetime. Our study has revealed one possible mechanism underlying the region-based variation in the COVID-19 impact.