Hand-drawn games are exactly as stated. Someone has drawn the art themselves in order to make the graphics, and they probably took quite a lot of time in order to give it their own personal touches or to create the art style something specific.
Some of these games might not be specifically hand-drawn, but more artistically stylistic.
You’ll also find a lot of pixel art within this list.
