The main focus of this study is the transmission of SARS-CoV-2 through virus-laden aerosols in enclosed spaces that utilize ceiling fans. The impact of an air circulation of ceiling fans on virus transmission is not clear. Computational modeling is employed to investigate aerosol transmission within an enclosed space that features ceiling fans. The aerosol concentration is modeled using a transport equation, and the probability of infection distribution across individuals’ breathing zones is assessed. The particle removal efficiency for two ceiling fan speeds of 10 and 35 rad/s is calculated to evaluate the effect of the ceiling fan’s shear flows on the spread of breathing aerosols. The simulated breathing aerosol considers various environmental situations, including thermal gradients, thermally active surface interaction, and deformability. The results indicate that increasing the ceiling fan speed within an enclosed space causes the aerosol cloud to circulate within the room rather than exiting it. Therefore, ceiling fans may not effectively suppress breathing aerosols and could increase transmissibility. Understanding aerosol behavior is essential in reducing the risk of SARS-CoV-2 transmission in enclosed spaces.