A 56-year-old landmark is coming down in Georgetown. And with it go the hopes that the Liberty Steel Mill would reopen.

PITTSBURGH—Two months ago, President Trump stood in a cavernous, local U.S. Steel mill heralding a $2 billion investment from buyer Nippon Steel to keep 3,000 steelworkers employed for at least ...