May I know what's the competition for your keyword phrase with quote in google.
You have certainly did a good job with #2.
Does that site offer quality content with backlinks?
It seems that you have some quality backlinks considering the number of backlinks you have and you are #2. So i would say just concentrate on content now related to your niche and compared to the site, which is #1.