No, you cannot remove brown pigment from eyes. Eye color is determined by the amount and distribution of melanin, a pigment, in the iris. This pigment is genetically determined, meaning it's passed down from your parents. While there are ways to change the appearance of your eye color, like wearing colored contact lenses, removing the brown pigment itself is not possible.