To control the spread of the COVID-19 coronavirus, the Spanish Government recently implemented a strict lockdown of the population, which strongly reduced the levels of nitrogen dioxide (NO₂), one of the most critical air pollutants in Spain. This study quantifies the contribution of the lockdown on these reduced NO₂ levels in Spain, taking the confounding effect of meteorology on artificial intelligence techniques into account.