I have labelled my mails in the Inbox with different labels. The mails that are displayed are still visible in the Inbox. When I did the same on my freinds account, the labelled mails were moved under respective labels and they were displayed in the Inbox.

Is there any setting that need to be set to hide the labelled mails from being displayed in the inbox ?

Yes, you hit "archive".