Double click in blank area in graph to open the Plot Details dialog. On left panel, choose Layer1, or if you have multiple layers, choose the corresponding layer. Go to Display tab. Uncheck "Data on Top of Axes" checkbox in "Data Drawing Options" group. Click OK.
This was unchecked by default. So somehow your graph template has it checked. You can choose File: Save Template As to save the template for future use.