Generally this would be caused by the Album Artist tag being set to "Various Artists". Unless it is a 'Best of the Decade' type of album, you would most often see both the Album Artist and Artist tags on each track to be the same.
Check the tags for the whole album, and if the Artist tag shows "Mixed" there, it might be a hint to why the default Album Artist was set to Various.