Any of the following:

• In Word Options > Display, clear all checkboxs in the Always show these formatting marks on the screen section.
• On the Home tab of the ribbon, click the Show/Hide Paragraph icon in the Paragraph section.
• Press CTRL + *

Hope that helps.