Retrieve deleted text messages

Only if you had a backup of your phone during the time that the text message was on your phone. Otherwise, once it is deleted, it is gone for good.

If by chance you signed up for the AT&T messages service,there is a chance your messages may not be gone. Try searching the Play store for AT&T messages. 

Deleted messages have not been "deleted". It will no longer be a subversive idea for you after knowing how deletion exactly works.
As a matter of fact, your phone just simply has your erased texts invisible, which means they are not perpetually gone right away. However, as you continue to use that device, the new messages will take the place of the old one, namely overwriting, so if you are going to get your text messages back, we suggest stopping using your phone.

@VanessaRebecca Since the OP posted that over 2 years ago, your advice is a bit late.