Could be a fungal problem. If so, you don't want to do any overhead watering; soak the soil without getting the leaves wet. You could try an organic fungicide, and there are recipes online for mildew sprays using milk. Don't remember the recipe, but I tried one out on a rose bush once and it did seem to help.