We derive entropic Bell inequalities from considering entropy Venn dia
grams. These entropic inequalities, akin to the Braunstein-Caves inequ
alities, are violated for a quantum-mechanical Einstein-Podolsky-Rosen
pair, which implies that the conditional entropies of Bell variables
must be negative in this case. This suggests that the satisfaction of
entropic Bell inequalities is equivalent to the non-negativity of cond
itional entropies as a necessary condition for separability.