Catalysts are crucial in producing cleaner fuels with lower sulfur content. The hydrodesulfurization process removes sulfur from crude oil fractions using catalysts, leading to the production of low-sulfur diesel and gasoline. This helps in reducing sulfur dioxide (SO2) emissions, which are a major contributor to acid rain.