Although many individuals create trusts to avoid taxes, beneficiaries may still be liable to pay certain taxes. For instance, income taxes should be paid if they receive distributions from a trust. The payout is considered part of the beneficiary’s gross income. Some types of irrevocable trusts may put the responsibility of paying trust income taxes on the trust.