Open menu editor (System >> Preferences >> Main Menu) or type alacarte in Terminal
Find the entry of Gimp, right click, click Properties and add -s or --no-splash to the existing command in Command box.
..but Wilbur is too cute to get rid of..right! :-)
This also works with GIMP Portable for windows.
Thanks alot for the info. :)