Your model will only know how to classify based on the images that you’ve trained it with. It’s trying to decide which of the classes it recognizes that your input image is most similar to.
To fix this, you might try setting a minimum threshold when handling the model’s output. If your highest class value is below a certain level, then it’s probably safe to say that your model doesn’t recognize any disease in the image.