Welcome @paras, you are not alone! Many members have mentioned burning neuropathy symptoms. There is related discussion you might find helpful:
-- Supplements - What helps nerve pain and/or neuropathy?
https://connect.mayoclinic.org/discussion/supplement-recommendations-can-help/
The Foundation for Peripheral Neuropathy has a list of vitamins and supplements for nerve health here - https://www.foundationforpn.org/vitamins-and-supplements-for-nerve-health/.

Have you had any blood labs to determine if you might have a vitamin deficiency that might be part of the reason for the burning symptoms?

@paras this will sound crazy but I put castor oil on my feet and cotton socks on and then plastic bags over feet cuz the castor oil stains. I reuse socks each night so kind of gross keep them in bag. The relief was amazing and I was able to sleep all night. It is a hassle but well worth it. Hope you try it. Some rub castor oil on several times a day for circulation aid. Best of health.