Changing cylindrical coordinates to cartesians's

Question

I was wondering how to find $e_r$ using $e_x$ and $e_y$ as you can see in the scheme:

So what I really want is to prove that:

$$\vec{e_r}=\cos\theta\vec{e_x}+\sin\theta\vec{e_y}$$

with a deep proof using maths