Solved the issue. The problem was with the text editor - Atto. Pages with description box were taking a lot of time to load. Since, multiple choice question had a lot of description boxes, it was taking maximum time. Disabled Atto text editor. The pages are working fine.
Hardware and performance
Loading issue in moodle for our site
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