Sure there is..
Right click on the taskbar, goto remove -> applet -> taskbar.
Presto it's gone... just becareful because minimizing apps will hide them for good.
P.S. This assumes you're using Kde
Oops!!! I can't read.... you want to hide the text and show icons only!
That I don't know... sorry for taking up space here..