Bananas go brown because they contain an enzyme that reacts with oxygen as the fruit ripens (kind of like rust forming). It reacts faster in warmer surroundings.
Actually bananas turn brown called because they contain an enzyme polyphenol oxidase or tyrosinase that reacts with oxygen. This oxidation reaction forms a sort of rust surface of the fruit.
