Distributions from a 401(k) are taxed as ordinary income. The beneficiary is responsible for reporting the distribution and paying the income taxes on it. But distributions to a beneficiary from an inherited 401(k) account are exempt from the 10 percent early withdrawal penalty regardless of the beneficiary's age.