Also when I checked msdb.dbo.sysmail_event_log tables,I could not find the following events.

DatabaseMail process is started

Databasemail is shuttingdown

It seems databasemail doesnot restart automatically ,when there is message in Message Queue.

I checked the Servive Broker one more time and it was enabled.