After a lot of research, I figure it out. Goto Setting > VPN & Device management and at the bottom section of "Developer App" there must be your name listed as Apple Development: "Your name", Click on it then click Trust "Apple Development: Your Name"; A prompt will open asking Trust, Hit Trust. Then go to the app and it will surely work fine on your phone.