Hidden purchases keep reappearing in my iTunes library.

I opened iTunes earlier and found that every single one of my hidden purchases has reappeared and messed up my iTunes library. I have deleted them numerous times, but every time I delete one, it immediately reappears back into my library. I have tried everything that I know of and they will not go away. I don't really know how to accurately explain this problem. Someone please help.