You can't, that is OS/theme/widgetset depended component.
But programmers like to make impossible things become possible. Hey, changing the corner color is easy at least on GTK2. See the image below, I changed it to red.
Just put a TShape on there and don't forget to set the Pen.Color := clNone or the same color as brush color.