Is there a way to re-download music videos from iTunes?
Instructions here > Downloading past purchases from the App Store, iBookstore, and iTunes Store
You must use the same Apple ID used for the original purchases.
Note that not all countries allow redownloading all media. See:
iTunes in the Cloud and iTunes Match Availability
Retrieving data ...