How to remove the flash on selfies and photos?

There's a button on the screen when you take a photograph to toggle the flash between on, off and auto. I'm pretty sure it's there for all pictures (i.e. phones and cameras)

Also make sure you don't have the brighten filter turned on, which is one of the camera filter options that you can use.