The action of a system, say a scalar field is
$$ S = \int_{\mathcal{M}} {\rm d}^4 x ~ \mathcal{L}(\phi(x),\partial \phi(x)). $$
Now, if one does a variable transformation $x \to x'$, then
$$ S' = \int_{\mathcal{M}'} {\rm d}^4 x' ~ \mathcal{L}(\phi'(x'),\partial' \phi'(x')). $$
Then why isn't $S'$ guaranteed to be equal to $S$ because of the fact that integrations remain unchanged due to changes in variables by the rules of multivariable calculus? Even though the Lagrangian density is shrouded in mystery by being a composite function of $\phi$ and $\partial\phi$ etc., it is ultimately just a function of $x\in \mathcal{M}$ given the history for the field configuration. That is why I do not understand why isn't the invariance of integral under variable change does not apply here and we have to rely on symmetry principles and satisfaction of the equation of motion along with them.
EDIT: An interesting point has been clarified by @Gold in the comments that the scope of Noether's theorem is much broader than only the symmetry corresponding to the coordinate transformations, for example, the theorem is also applicable for the internal symmetries which are different from the symmetries in the physical spacetime. However, my question, which is now to be only limited in the case of changes in the field due to coordinate transformations, still remains. Consider for example the energy-momentum tensor $T^{\mu}_{~~\nu}$ and angular momentum tensor $\left(\mathcal{J}^\mu\right)^{\rho\sigma}$, which are claimed to arise from symmetry under translations and Lorentz transformations, respectively (see Prof. David Tong's lecture note on QFT for their definitions). My question is why do we need these symmetries if, under a change of coordinates, the action remains invariant just because of the rules of calculus? I hope these examples clarify my question.
EDIT 2: @Prahar raises a very point and I believe that probably can be ultimately what answers this question. However, there's still room for further discussion. For example in the link to Prahar's answer that is provided in the comments below, I find the following assertion: "This is crucial and often a something that a lot of people confuse with. In field theories, all symmetry transformations act only on the fields, not on the coordinates. One often like to talk about spacetime symmetries which are described as acting on coordinates in some way $x \to x'$. However, it is crucial to remember that that is simply a tool to package information about how fields transform. For instance, you might like to talk about translations. This is described by the field redefinition $\phi(x) \to \phi'(x)$ where $\phi'(x+a) = \phi(x)$. Note that the equation $\phi'(x+a) = \phi(x)$ is to be understood as a way to deduce what is $\phi'(x)$ in terms of $\phi(x)$ and not as translations acting on the coordinates in some way."
My objection is to the last line. The field redefinitions $\phi(x) \to \phi'(x)$ is not a statement independent of what happened to the underlying coordinate system. If it were the underlying coordinate transformation $x\to x'=x+a$ could not be used as a "tool" (so-called) to "deduce what is $\phi'(x)$ in terms of $\phi(x)$." The deduction of how the field changes $\delta\phi(x)=\phi'(x)-\phi(x)$ is different if different things were to happen to the underlying coordinates (say if instead of $x\to x'=x+a$ we had $x\to x'=\Lambda x$). Therefore, what happens to the underlying coordinates is related to the field redefinition and vice versa and are not independent of each other. If this is not true then, this point requires further elaboration as opposed to assertions of fact that these are independent. A Lorentz transformation of the field or a translation of the field is associated with some corresponding transformation in the coordinates too.