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.
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..but Wilbur is too cute to get rid of..right! :-)
This also works with GIMP Portable for windows.
Thanks alot for the info. :)