No, I actually recommend storing in an airtight container (or tightly wrapped in plastic wrap) at room temperature. While my grandmother's notes indicate that the fridge may be used to store this cake, since the refrigerator has a tendency to dry out cakes I generally try to avoid storing cakes in there unless it's absolutely necessary.