What PDF reader are you using to view the form fields? If you're in Adobe Reader or Acrobat, you can click the "Highlight Existing Fields" button on the purple bar to toggle on/off the blue highlighting.
Click the topmost icon in the vertical column of tools on the left. That will display the purple bar I was talking about. Then click the Highlight Existing Fields button to turn off the blueness.