Hi Abhinov,
It’s not readily apparent from the UI, but you cannot revoke entitlements at this time. The underlying API that supports the Manage Access action currently has this limitation as well.
The Manage Access will eventually support entitlement revocation, but I don’t have a clear timeline on when that will be.