This follows from the constraint that for a linear map f, f(a + b) = f(a) + f(b), which is not true for the farenheit-celsius example.
EDIT: See https://en.wikipedia.org/wiki/Linear_function#As_a_linear_ma...
Reference: https://mathworld.wolfram.com/AffineFunction.html
Reference: https://mathworld.wolfram.com/AffineFunction.html