There's a man in the habit of hitting me on the head with an umbrella belongs to the literary genre of

fantasy
parody
magical realism
historical nonfiction

Magical Realism

Explanation:

Magical realism refers to a style of fiction that presents a realistic view of the world, while also adding some magical elements. In this genre, the magic is usually accepted as a part of the world and not truly questioned. Usually, these stories present a detailed view of something very mundane, with some fantasy details that cannot be believed as a normal part of the natural world. However, while the reader might doubt these events, characters often seem unbothered by them. Magical realism is often associated with Latin American literature.

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