Answer
No.
Work Step by Step
A rainbow is not a physical, tangible object. As described on page 530, the rainbow you see is from droplets that lie within a 3-D cone, with your eye at the tip.
If you move your head, the rainbow moves with you, so you'll never "see it from the side".