Yeah, that happens a lot. Often, however, the Kindle price will eventually drop to $9.99, but not always.
Every time I see a book I want more than the $9.99, I just list it on the "pending" section of my list of books to purchase with the note to check later. Usually in a week or so it drops down. Be patinet.