How to restore or rebuy deleted iTunes audiobook purchase?

I lost my copy of a downloaded audio book from iTunes. I also accidentally deleted my computer copy.

I am willing to rebuy the audiobook but iTunes will not let me rebuy the audiobook. It just tells me I have already bought it.

Is there any solution to this issue?