Modify the visibility of a form field label with #label_display attribute
I know this is over a year old, but completely removing the form labels in this way is probably not a good idea in terms of accessibility.

Instead, take a look at #title_display defined by the FormAPI. FieldAPI has something very similar called #label_display.