During the coronavirus disease 2019 (COVID-19) pandemic, people have been confronted with a large amount of information about the virus and the governmental measures against its spreading. However, more than a quarter of individuals have limited health literacy (HL), meaning that they have difficulty finding, understanding, and applying health information. The purpose of this interview study was to investigate how individuals with limited HL acquire information about COVID-19 and governmental measures, what difficulties they experience in understanding and applying it, and what may be needed to overcome these difficulties. We also addressed other problems that they might face as a result of the pandemic. Using our findings, we aimed to make recommendations on the possible role of primary care in informing and supporting patients with limited HL during the pandemic.