Rainfall and GDP growth

From the economist's dailychart. Variability in rainfall explains why economies dependent on farming have more volatile gdp's. As the paper notes it seems however that some changes in GDP precede the ones in rainfalls. An other example of Cum Hoc Ergo Propter Hoc?