I found out that when I stop drinking Diet Coke, I get depression symptoms. (Reproduced three times now).
It must have something to do with the aspartame in it. When I take DLPA pills (a breakdown product of aspartame), the depression goes away quite fast. Drinking a can or two of Diet Coke also does the trick.