You are able remove the date the form was submitted on from the PDF header and footer in the form template's PDF options.
To do this in the Web Portal, go to Forms > Existing Templates > Select the Edit Arrow for the desired Form Template > PDF > PDF Options > Disable "Display Submission Date in PDF Header & Footer" > Save PDF Options.