Is it possible to change the admin account password which we used to login in Splunk Cluster Master, Deployment Master, Search Head & Indexers?
Yes, have a look at this page in Splunk docs:
http://docs.splunk.com/Documentation/Splunk/latest/Security/Secureyouradminaccount