It’s almost certainly true that the most commonly committed crime is tax evasion, with drug use as another contender. Neither are particularly confined to the lower incomes.
It's also pretty hard not to pay taxes if you're getting most of your income through employment, since your employer is obligated to withhold your taxes on behalf of the state.