Required Minimum Distributions (RMDs) are the minimum that must be distributed from the applicable retirement account each year, and is generally considered taxable income. Any additional funds withdrawn are also considered taxable income, increasing your income tax.
Withdrawing additional funds above the RMD amount does not have any particular tax benefit or penalty.