Answer:
She died giving Birth to him.
Explanation:
According to www.storyboardthat.com, it says "Gilbert´s father dies which makes both of his parents dead because his mother died giving birth to him and so without any parents that leaves Gilbert alone with his siblings and without adult supervision."