Cleveland, Ohio earned the nickname 'Mistake on the Lake' (or 'The Mistake by the Lake') due to its economic decline and environmental issues, particularly the Cuyahoga River fire in 1969. It's a somewhat derogatory nickname reflecting the city's mid-20th century struggles.