Michael Jackson’s ‘Thriller’ unseated as bestselling US album of all time The Eagles' compilation record, 'Their Greatest Hits' has usurped 'Thriller''s throne as the bestselling US album of all time. Related Posts: Newcomer GUMMiBEAR drops off club-ready ‘Thriller’ remix ahead of Halloween Vinyl overtakes the CD in sales for first time in more than four decades