I have this same problem using WordPress 4.1 and WooCommerce 2.2.11 (latest version just released)
I was hoping this would be fixed with the last upgrade to WooCommerce, but no such luck.
I can say that switching to “Post Name” permalinks option fixes it but I am preferring to use the Default permalinks option which uses the query string.
Any clues?