It appears as though changing the LabelFont doesn't actually change the font of the label, whereas changing the Font changes not only the font for the label, but the font for the input as well.
Please note that when ParentFont = true, the label also keeps using the parent font, so set ParentFont to false to directly set the LabelFont.
Duh, thank you Bruno.