Its extremely distracting and only goes away when switching to print view.
It could be this:
More likely, you turned on the Style Override option on the Paragraph Styles or Character Styles panels. Either click the circled button, or toggle the feature on the panel menu.
This highlights styles which are applied as overrides.
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