Use the X on the upper right corner of individual toolboxes to hide them.
To display a hidden toolbox, select View / Tool Panels. The submenu lists the toolboxes and the Main Toolbar (the icon strip at the top of the window). Boxes shown are preceded by a check, those without a check are hidden.
Click a toolbox name to change its state.