Click Design, then Paragraph Spacing. Pick which spacing you want (the default is Open), and notice your whole document will preview as you mouse over the different settings.
No Paragraph Space on the Paragraph Spacing menu" />
If you don’t like those options, click Custom Paragraph Spacing and change the numbers under Paragraph Spacing.