OK, this post is old, but it was the first result I got when I looked for this problem. And I found a solution. I don't know if this wasn't available in 2018, but today, 29th of November, 2021, I was able to fix it by going to Edit > Preferences > Preview settings and setting Background color, Foreground color and Link color to No change.
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