Remove Default PCB Labels

I am making an Arduino Mega 2560 shield and the labels for some LEDs are right in the way. I have had a play around, but cannot find any way to remove them.

Any help appreciated.

You click on the part. Then you right-click on the label that has the dotted box around it. Then in the list select value and pick which one you want to untick.

Great! Thanks a lot!