My best guess would be aphids but they are a pest not a disease as your title indicates. They are relatively easy to control as they can just be spritzed off the leaves with water. For a bad infestation you can mix a couple of drops of liquid soap in a spray bottle of water and spray them with it.

If you will search 'aphids' on the net you'll find many pictures of them to compare with your pests.

Dave