Why is my power adapter on my vacuum creating a terrible racket?

Why is my power adapter on my vacuum creating a terrible racket?

When the power adapter is running, the motor makes a loud noise similar to a card in bicycle spokes only much more intense. There is nothing visibly interfering with the brushes. It is especially noticeable when pulled backwards.