Bacterial bloom. Bacterial blooms are often the cause of cloudy water in aquariums that are in the process of cycling. It's quite easy to identify a bacterial bloom because the water will turn to a milky haze in colour. It's very common to encounter a bacterial bloom when setting up a new aquarium.