Of course I haven't heard all of these albums but the worst one on the list I've heard is Mariah Carey - Music Box. Maybe it's just because my sister played it all the time at full blast but I can't stand it.
( http://en.wikipedia.org/wiki/List_of_best-selling_albums )
( http://en.wikipedia.org/wiki/List_of_best-selling_albums )