The sign you are talking about is the character for the start of a paragraph. It can be shown or hidden. It doesn't print.
In the View Menu there should be Show All. If there is and it is ticked just untick it.
Alternatively, the same sign might be in the icon bar underneath the menu bar. Again, if it is, just click on it.