Yes, celebrity niche is low paying, but with large number of clicks. Here the problem is related with traffic source and ad placement
I wouldn't change the site if I were you. Above 200,000 visitors is very hard to achieve. If Adsense doesn't work for you, try something else, affiliate programs or CPM.