Rich people take out loans against the value of their stocks. Those loans are liabilities. Then when they sell stocks (presumably after the value has increased) to repay the loans they only pay tax on the capital gains, not the total income. As long as capital gains tax + interest on loans is less than the equivalent income tax, they pay less tax.