Dear SHUTOSH PACHAURI,
Good day! Thank you for posting to Microsoft Community. We are happy to help you.
As per your description, please let us cooperate and please don’t worry, we can work together to narrow down and resolve the situation.
To check if this problem is related with Excel app itself on your environment, if possible, could you please upload your Problematic Excel into OneDrive location and open in Excel for web(online) and do the print action there to check if there is any different, it will help for us to narrow down your problem.
Also, try to turn OFF Autosave button then try to print and verify the result with us.
Also, it would be helpful to provide a screen sot of your document window while in Page Layout View.
Meanwhile, if you don’t mind and if it is convenient for you, could you please send copy of your document file to me so that I can look from my side, and I will check this behavior and help you to fix and verify the result with you.
If there is confidential information, then you can send it to me in Private Message (PM). you can access PM from the top right corner of this page, as shown in image below:

Your understanding and patience will be highly appreciated. I hope that you are keeping safe and well!
Sincerely,
Waqas Muhammad