I think the show was supposed to get over at season 3 itself after carter got killed. He did fit 'red john' description perfectly.

I think the plot after that season is all bull shit.
And also, the recent Mentalist episodes season 4 & 5 (those without red john) were very boring. Jane's logic and "his memory castle" not so impressive like the first 3 seasons.