Outdoors, it normally follows a wet spell.
I'd clear up and bin any fallen leaves, and remove the worst affected leaves. Then spray the plant with a fungus spray that's suitable for ornamentals. It's probably a good idea to spray any other geraniums you have too, even if they aren't showing signs yet.
G&R