How in-depth understanding of delegate and events

First of all, I'd check our recommended articles in the sidebar to the right of this thread.

I'd also read this which is one of the best online references I know for learning about delegates and events:

http://msdn.microsoft.com/en-us/library/orm-9780596521066-01-17.aspx