Since 2018, Taiwan has raised the income tax rate of profit-seeking enterprises to 20%. This study aims to investigate whether an increase in income tax rate leads to a rise in the degree of earnings management and the behaviors of falsely deducting firms’ earnings. In addition, this study examines whether the proportion of independent directors and supervisors could mitigate the firms’ earnings management behaviors following such an adjustment in the income tax rate. This study employs discretionary accruals to measure the degree of earnings management and conducts regression analyses by sampling publicly listed Taiwanese firms from 2015 to 2020. The empirical results indicate that the degree of earnings management increases and that the firms use earnings reduction strategies to reduce their tax burdens after the rise in tax rates. Furthermore, firms with a higher proportion of independent directors and supervisors have a better monitoring mechanism, which has a mitigating effect on firms’ earnings management behaviors after the increase in tax rates.