When trust beneficiaries receive distributions from the trust's principal balance, they don't have to pay taxes on this disbursement. The Internal Revenue Service (IRS) assumes this money was taxed before being placed into the trust. Gains on the trust are taxable as income to the beneficiary or the trust.