When viewing the Secret Speed Sale, note that you may choose to take or skip the offer. If you choose to take the offer, you will trade the specified amount of Runes for the item. The item will be sent to your mailbox, so be sure to redeem it!
You should see a notification symbol on your envelope. Click on "Collect" to redeem your treasures!