Having an insect invasion would certainly have made getting rid of the mildew easier because then it would be mildew growing on bug poop.
My next guess is Powdery Mildew, caused by wet conditions. Have you had a lot of rain? Do you overhead water? The spores spread from plant to palnt when the leaves are wet. Find a fungicide that specifically mentions powdery mildew on the label.