So for anyone else facing the same issue. Yes, just need to press and hold the reset button, and then power cycle it.
All wireless and other config done on the Jio device gets reset along with the password. However it would auto connect to the Jio network without issues. Once reset you'd need to connect over ethernet or the default wireless network (password is at the bottom of the device)