If you set the following style: 
<Style x:Key="XAxisGridLineStyle" TargetType="Line">
    <Setter Property="StrokeThickness" Value="12" />
    <Setter Property="Stroke" Value="Black" />
</Style>

you get grid lines 50% thinner then the desired (6px).