${\rm Aut }\left({\mathbb R}/{\mathbb Q}\right)$ is trivial, which implies there is no intermediate field between the field of rationals and field of real numbers, but we know there are infinitely many intermediate fields of $\mathbb R$ containing $\mathbb Q$.
Why I am getting an contradictions? Please explain where I went wrong.
As the other answers point out, the problem is that $\mathbb R/\mathbb Q$ is not a Galois extension. Their arguments are, however, incorrect: being finite is not necessary for an extension $L/K$ to be Galois, and there is a rich theory of infinite Galois extensions.
A Galois extension is an algebraic extension that is normal and separable. Separability is fine here, but the other two conditions do not hold:
For these two reasons, one cannot apply Galois theory to the extension $\mathbb{R/Q}$.