I made it with chickpea flour only (the ingredients inside the recipe are slightly different from the app's ingredient list), and to me it didn't have a weird / chickpea taste. Really nice.
Mine were done in 7 minutes.
I'd only make this fresh, it's a bit too dry the next day.