The ScrollBars are part of the ScrollViewer control. When you are using implicit styles
approach you need to modify the control template of ScrollViewer style where the custom ScrollBar style to be called. Otherwise it has been overwritten in System.Windows.xaml file with the default ScrollBar style.
I've demonstrated the above approach in the attached project.
I hope it helps.
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