Anthracnose, sometimes referred to as leaf spot or blight, is a bacterial disease that makes tan-colored dead spots on the croton plant's leaves. Cut off any infected foliage and avoid letting the leaves touch other plants, since this may spread bacteria spores. Serious cases of anthracnose can be treated with a standard copper-based garden fungicide.