I don't know a thing about Zinnia diseases but upon googling, it looks a lot like the fungal infection, Alternaria Leaf Spot: http://www.backyardnature.net/...
~ I'm an old gal who still loves playing in the dirt!
~ Playing in the dirt is my therapy ... and I'm in therapy a lot!