From Youtube app copy video URL (press Share button, then select Copy Link option)
Tap and hold form entry box on top of this page, from the menu select Paste, then tap Download button.
Menu will load up, make sure Mp3 is selected, then Get Download Link and save Mp3 to your smartphone.