Question regarding galois correspondence in ${\mathbb R} /{\mathbb Q}$ ${\rm Aut }\left({\mathbb R}/{\mathbb Q}\right)$ is trivial ,  which implies there is no intermediate fields between field of rational 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:


$\mathbb R$ is not an algebraic extension of $\mathbb Q$. In particular, $\mathbb R$ contains transcendental extensions such as $\mathbb Q(\pi)$
Even if we replaced $\mathbb R$ with $\mathbb R\cap\overline{\mathbb Q}$, the extension would still not be normal. For example, it contains the real root of $X^3-2$ but none of the complex roots.


For these two reasons, one cannot apply Galois theory to the extension $\mathbb{R/Q}$.
Galois correspondance works only for Galois extensions, that is finite-dimensional (which fails here) separable normal ones.