Known problem, the colour is hardcoded in the source. No way to set it in the gui, sorry.
You can patch the source directly or provide a patch which adds a gui to override the colours.
It won't be hard, but no one have done it so far....
Another option is to use another GTK theme or to modify your current one.
The problem is that the highlight has gradient, remove the gradient and the won't be a problem.