Water scarcity is mostly caused by factors other than overpopulation.
Water is not scarce in general, just yet. It scarce where population is exploding.
Unless the new people are used as an army to take the needed resources from others...
If the local reservoirs were not already at capacity, or had much more redundancy, these events would have been much easier to manage. Fewer people in high risk areas would in fact reduce the risks of water scarcity.