Poplars (not too popular, depending on who you ask) tend to be thirsty trees with a knack for dropping roots into the water table. A recently planted tree or a tree growing well above the water table may not have roots deep enough are is not getting sufficient water once the drier summer weather hits.

Dropping leaves and early dormancy is a fairly common way trees deal with drought stress.