The mutual fund <i>itself</i> is tax-exempt and passes profits and gains onto owners of the fund. Think about the alternative: you create a corporation to hold the assets of the fund. Dividends on those assets would be taxed when the corporation receives them <i>before</i> they are distributed to shareholders.