You can only add background color or padding to an empty column. If necessary, first move modules temporarily to another column. Then select the column by clicking once and the dismissing the window to add a new module
The toolbar for the selected column includes the the options for background color and padding as pictured below.
The color options (Accent and Accent Light) are determined by the color palette.