Severe Acute Respiratory Syndrome Corona Virus Type-2 (SARS-COV-2) was first detected in China and created a global pandemic rapidly. Subsequently after serious efforts different types of vaccines produced against the virus and recommended for all people including pregnant women. The aim of this study was to realize the willingness of pregnant women to accept the COVID-19 vaccine in Kabul Afghanistan. For this purpose, a cross-sectional study was conducted in gynecology wards of several hospitals in Kabul, Afghanistan from 10th of July to 20th of August 2021 through direct interview with the pregnant women who had come for prenatal care to the healthcare centers. The collected data were analyzed through Statistical Package for Social Studies (SPSS) version 25. Simple descriptive analysis computed for demographic characteristics and bi-variable (Chi-square) analysis was carried out to find out the associations of taking vaccine with demographic variables. A p-value of < 0.05 was considered significant at 95% confidence interval. A total of 491 who were completed the inclusion criteria included in the analysis. A small portion of pregnant women (8.6%) illustrated the intent to get the COVID-19 vaccine if it is recommended by the health authorities in Afghanistan. Our study found a high rate of COVID-19 vaccine refusal among pregnant women in Kabul, Afghanistan. They showed the concern on adverse effects of the vaccine as the main reason for refusal, emphasizing the need to reduce the misconception on vaccine efficacy and campaigns to enhance awareness on the vaccine safety and benefits for mothers and babies.