I first tried using a capful of Tetra EasyBalance with Nitraban to my 10 gallon tank however, this did not eliminate the brown algae and it continued to worsen. I have also read from others online that most chemicals which are supposed to help eliminate algae do not seem to be effective for the most part, so I opted to take a less chemically evasive route as the product did nothing to eliminate brown algae or lower my nitrate levels for that matter (I have yet to purchase a phosphate test kit therefore I am not sure if that product had any affect on it).
I went to my local Petco in search of a new tank-mate that would hopefully consume my brown algae. The Petco did not have any Siamese Algae Eaters (SAE) although it did carry Chinese Algae Eaters (CAE) however, the two fish are quite different as CAE's apparently don't really consume brown algae. Then, I saw they had a small Albino Bristle Nose Pleco (BNP). I was skeptical about buying a Pleco at first since I had one many moons ago and it didn't survive however, I am much more knowledgeable now and so far I've had success with my new Pleco.
Within 2-3 days now my new 2inch Pleco has really cleaned up my brown algae! What a miracle worker my Pleco has been thus far.