If anyone wants to debug release build using Android Studio, follow these steps:
Right click on app in left navigation pane, click Open Module Settings.
Go to Signing Tab. Add a signing config and fill in information. Select your keychain as well.
-Debuggable to true.
-Signing Config to the config. (The one you just created).
Sync your gradle. Enjoy!