You need to associate your phone number with your twitter account. Once that is done, follow the below mentioned steps -
1. Log in to Twitter.
2. Go into Settings
3. Click on Mobile Tab
4. Locate the Text Notification section and check the boxes for each of the notificatiob alerts you want to receive.
5. Click on Save Settings.
That is how you can set text notifications ON for your Twitter account.