Fixed. Using the debug_print_backtrace function, I was able to determine which function was responsible for firing the second query and there I found the culprit was WPML. After setting the ‘Blog posts to display’ setting from ‘All posts (display translation if it exists or posts in default language otherwise).’ to ‘Only translated posts’, it worked perfectly.
