Brown algae could be caused by some nutrient in the water such as phosphate or excess nitrate. Lack of light seems to contribute to it as well, because brown algea thrives in low light.
For me there is a fine line for lighting, too much and green algae develops, not enough and brown thrives.
Brown algae comes off easy, scrub it off before a water change. if its on ornaments or plastic plants soak then in a bleach water mix. rinse them really really well. Then soak them in a bucket with declorinated water. Then rinse them again to be sure.