Welcome back @Kesavan!
I assume you're using a self-managed Elasticsearch instance? You'll need to encrypt the data at OS level as it's not something Elasticsearch supports out of the box.
This article is a bit dated but it does recommend a few tools and considerations for applying encryption at REST.
Hope that helps!