Updated config/application.rb by appending following:

     config.assets.initialize_on_precompile = false

Absence of this was causing the deployment to fail on Heroku.

Reference: http://stackoverflow.com/questions/21175576/heroku-postgres-could-not-connect-to-server-connection-refused