Cars are expensive, so poor people usually rely more on public transit like busses, which get stuck in traffic behind cars. Driving more is positively correlated with higher income.
Lower income people disproportionately suffer the consequences of the current car-centric system like air pollution, noise pollution, traffic violence, etc.