Looking at this beautiful collage by Matisse, notice on the left side the background of a reddish Yellow, with shapes formed from yellowish Red on top.  Notice the strong connection between these elements.

We can see these colors as moving around the color wheel, starting out from two primaries, and moving towards each other.

In chart form, we see the colors clearly as inversions of each other.