You're looking at show/hide all. You can click on the Paragraph symbol in the paragraph section of the home tab.
You can also go to Word Options -> Display and unclick Show all formatting marks.

You could also download Saavvii for Microsoft Word and use the command 'hide paragraph symbols'.

Cheers,
Andrew