The correct phrase is “worst-case scenario,” not “worse case scenario,” and means “the worst possible thing that could happen in a situation” (e.g., “We prepared for the worst-case scenario”).
In this expression, “worst-case” is functioning as a compound adjective and is typically hyphenated.