How to Detect and Prevent Rust in Plants. Rust is a fungus characterized by orange-brown, powdery blisters or pimples found mostly on the undersides of leaves and stems, resembling the rust that you find on metal. Roses are susceptible to this fungal disease, and once infested are difficult - but not impossible - to cure.