To remove a pipe size label, go to
Ribbon: DM Plumbing->Pipes-> 
Erase Size Label
Pulldown Menu: DM Plumbing->Pipes->Erase Size Label
You will be prompted to identify the pipe label to be erased.
Select pipe label to erase:
The pipe size label will be erased.