It is called "Non-Euclidean" because it is different from Euclidean geometry, which was discovered by an Ancient Greek mathematician called Euclid. The different names for non-Euclidean geometries came from thinking of "straight" lines as curved lines, either curved inwards like an ellipse, or outwards like a hyperbola.