Even though the disturbance term in the classical linear regression model is not normally distributed, the ordinary least square estimators are still unbiased.  Why?

Linear Algebra: A Modern Introduction
4th Edition
ISBN:9781285463247
Author:David Poole
Publisher:David Poole
Chapter7: Distance And Approximation
Section7.3: Least Squares Approximation
Problem 31EQ
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Even though the disturbance term in the classical linear regression model is not normally
distributed
, the ordinary least square estimators are still unbiased. 

Why? 

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