Deleted FAVICON from themes folder is showing up
Now Its corrected... 

On Themes Global Settings I have mentioned the same favicon in differnet folder. 

Thats why the deleted favicon dispalyed even after deleting it from the themes folder.

Thanks for your efforts friends...