I have the same question posted as Newton's equation under time translation except I am not seeking the physical justification of the first claim but rather the mathematical justification of the second claim. Specifically, $x(t)$ satisfies the 2nd order ODE $x''(t)=F(x(t),x'(t),t)$ known as Newton's equation. In an inertial coordinate system, this law is invariant under the galilean transformations so, for the time translation $t \mapsto t+s,$ it must be true that if $x(t)=\varphi(t)$ is a solution to the differential equation, then so is $\varphi(t+s)$ in such a system. From this, according to Arnol'd it follows that the right hand side of Newton's equation does not depend on time in such a coordinate system, i.e. $x''(t)=\phi(x(t),x'(t)).$
Why is the last sentence true? If $x(t)$ satisfies Newton's equation then so does $x(t+s)$ by the chain rule as shown in the answer of the question linked above. This does not seem to depend on the coordinate system being inertial. And, when we have $x(t+s)$ being a solution whenever $x(t)$ being one, then why does this imply that $F$ cannot depend explictly on $t?.$ The answer given in the first question shows that $F$ does not explictly depend on $t$ as one can just replace $t$ with $t+s$ and satisfy the same ODE via the chain rule.
Example: Let $F(x(t),x'(t),t)=x(t)+t.$ Then, solving Newton's equations with the appropriate initial conditions gives $x(t)=e^t+e^{-t}-t$ as a solution. Clearly, $x(t+s)=e^{t+s}+e^{-t-s}-(t+s)$ satisfies the same ODE, as we have $$\frac{d^2}{d(t+s)^2}x(t+s)=F(x(t+s),\frac{d}{d(t+s)}x(t+s),t+s).$$
P.S. I thought that the substance of this post should be a comment in the original answer but I did not have enough reputation to post the comment so I asked this question instead. Please let me know if this is bad etiquette and if I should delete this.