I have experience with Open cart and I am confident that I can fix this issue. Checking the site, it seems clear that the issue is server side. It is incredible slow to even serve the page. The pages are not large. The site standard without any special feature that would slow things down.
I notice the same issue occurs on inner pages as well as index, so it is not a specific issue to 1 page.