With "the last icon [...] shows up again" do you actually mean the last icon is used for nodes when you create nodes by left-clicking on empty space in the editor? If so, you changed the default visualization for nodes by double-clicking the corresponding template in the palette. To reset the default visualization, open the "Shape Nodes" palette section and double-click the top left rectangular node template. If successful, the template's background should change from white to blue.