I live in the Charlottesville area in Virginia
These plants are typically disease free so it may be an environmental stress. These articles should help:
https://plants.ces.ncsu.edu/plants/illicium-parviflorum/
https://extension.umn.edu/plant-diseases/leaf-spot-diseases-trees-and-shrubs