Yes, it is possible to remove background noise from a video on an iPhone. There are various video editing apps available on the App Store, such as PowerDirector, iMovie and Adobe Premiere Rush, that offer noise reduction features. These apps allow you to import your video, apply noise reduction filters, and enhance the audio quality directly on your iPhone.