I'm working on Fulton Algebraic Curves exercise 2-14. I'm stuck on something that I think should be simple but I'm not seeing. The problem is as follows: A set $V \subseteq \mathbb{A}^n$ is called a linear subvariety if $V = \mathcal{V}(f_1,\dots,f_r)$ for $f_i$ of degree $1$. Show that if $T$ is an affine change of coordinates, then $V^T:= T^{-1}(V)$ is also a linear subvariety.
From the definitions we have that $$V^T = T^{-1}(V) = \mathcal{V}(\mathcal{I}(V)^T) = \mathcal{V}(\mathcal{I}(\mathcal{V}(f_1,\dots,f_r))^T) = \mathcal{V}(\mathrm{rad}(f_1,\dots,f_r))^T)$$
I would like to say that this is then equal to $\mathcal{V}((f_1,\dots,f_r)^T) = \mathcal{V}(f_1\circ T,\dots, f_r\circ T)$ which is then evidently a linear subvariety since $T$ and each $f_i$ are degree $1$ polynomials, so the compositions $f_i\circ T$ are also degree $1$. But I don't see why the ideal $(f_1,\dots, f_r)$ is necessarily radical.
Any help would be appreciated.