Contact details contain all customer accounts that are involved in the Audience. Click on the "Contact details" icon in the Action menu on the right side of the Audiences list.
You will see the new pop-up window with an overview of customers in the Audience.
You can delete the customers from the audience by clicking on the "Delete" icon on the right side.