Clicking on this icon will create a new default material. A popup will give you the opportunity to name your material. Alternatively you can duplicate a material by dragging it to the “new” icon or selecting the material you want to duplicate and hitting the “new” icon.
You can also create a new material by dragging the artwork straight to the materials panel. A new material will be created with the artwork as a texture in the color channel.