The certain "something" is usually the hardness of the water. Burton and London are both renowned for their bitters because of the amount of lime in the water - it gives a harder edge to the brew and a sharper palate.
Milds, porters and stouts, on the other hand, are better with soft water. It also helps give them a better head.