There is provided a coated article (e.g., solar cell) that includes an improved anti-reflection (AR) coating. This AR coating functions to reduce reflection of light from a glass substrate, thereby allowing more light within the solar spectrum to pass through the incident glass substrate. In certain example embodiments, the AR coating is at least partially formed by flame pyrolysis.