Purchased albums not showing up in iTunes store

I purchased a few albums on the iTunes store in the past few weeks. I deleted one of them from my computer but wanted to redownload it, but it's not showing up in the "purchased" section of the iTunes store. When I search the album in question, it says "purchased" next to the album. The same thing is happening with the other album I recently bought. Songs I bought a few months ago do show up in the purchased section. How do I redownload the album I deleted if it doesn't show up in the "purchased" section?