Assuming the decedent is NOT your spouse, you will have to eventually take a distribution from the IRA and pay income taxes at normal tax rates (probably at 10 - 15%).

Early distributions from an inherited IRA are EXEMPT from the 10% Early Withdrawal Penalty.