If the target land is an illegal target by the time Lithoform Blight tries to resolve, the spell doesn't resolve. It doesn't enter the battlefield, so you don't draw a card.

The enchanted land keeps any other card types (such as artifact) and supertypes (such as basic or legendary) when it loses its land types.