There is no way to recover deleted text messages unless you have set up a back up storage on the device before you have deleted the messages. In order to protect yourself in the future you will need to download an application called SMS Back up so that you will be able to prevent losing your texts in the future. 
www.android-recovery.net/android-sms-recovery.html