Hi,
Try to download it from past purchases following Download your past purchases - Apple Support
Make sure you have not hidden it my mistake Hide and unhide iTunes Store, App Store, or iBooks Store purchases - Apple Support
If none of them work, the item might have been removed/ modified from the store. Consult with iTunes support http://getsupport.apple.com/
Cheers!