Only the Trolls use the word “blight”.  Both times, William refers to Bilbo as “blighter”, a chiefly British derogatory term for “fellow” from the negative connotation of a disease.

02.064 “Poor little blighter,” said William.
02.064 “Poor little blighter!

Harper, Douglas. “Blight”.  Online Etymology Dictionary. Web.