First, that is a
Page Break rather than a line break. Using Page-Break-Before formatting for the first paragraph on the following page is preferable to this.
Second, turn off display of
non-printing formatting if you do not want to see these. (I prefer to see them.) They do not print.
Word's Reveal Formatting Codes
Additional resources: