In https://ctnt-summer.math.uconn.edu/wp-content/uploads/sites/1632/2016/02/CTNTmodularforms.pdf the convergence of Eisenstein series for $k>2$ is proved by showing that this series converges $$ \sum_{n,m \in \mathbb{Z}^2\setminus \{ \underline{0} \} } \frac{1}{(m^2+n^2)^\frac{k}{2}} $$
Can we prove that the last series converges since the integral $$\int_{0}^{2\pi} \int_{1}^{\infty}\frac{1}{r^{k-1}} dr \ d\theta $$ converges for $k>1$?
It seems to me the that this proof is easier than the others I've seen.
You can certainly prove the convergence of your series using an argument similar to what you describe. If $k>2$, then \begin{equation} \sum_{(m,n)\in\mathbb{Z}^2\backslash\{0\}}\frac{1}{(m^2+n^2)^{k/2}}=4\sum_{n\geq 1}\frac{1}{n^k}+4\sum_{m,n\geq 1}\frac{1}{(m^2+n^2)^{k/2}}=4\zeta(k)+4\iint_{\mathbb{R}_+^2}\frac{1}{(\left\lceil x\right\rceil^2+\left\lceil y\right\rceil^2)^{k/2}}dA \end{equation} Letting $D$ be the closed unit disk in $\mathbb{R}^2$, it is thus sufficient to check that the following integral converges. \begin{equation} \iint_{\mathbb{R}_+^2\backslash D}\frac{1}{(\left\lceil x\right\rceil^2+\left\lceil y\right\rceil^2)^{k/2}}dA\leq \iint_{\mathbb{R}_+^2\backslash D}\frac{1}{(x^2+y^2)^{k/2}}dA=\int_0^{\pi/2}\int_1^\infty \frac{1}{r^{k-1}}drd\theta=\frac{\pi}{2(k-2)} \end{equation} Therefore our series must converge.
In case you're interested, here is an even shorter proof of the absolute convergence of the Eisenstein series for $k>2$ that I similarly stumbled upon a few semesters ago.
Suppose $\mathfrak{I}(\tau)>0$, then the map $||\cdot||_M:(x,y)\mapsto |x\tau+y|$ is a norm on $\mathbb{R}^2$. Note that any two norms on $\mathbb{R}^2$ are equivalent, so there exists a $C>0$ such that $C||\mathbf{z}||_M\geq ||\mathbf{z}||_\infty=\max\{|\mathbf{z}_1|,|\mathbf{z}_2|\}$ for all $\mathbf{z}\in\mathbb{R}^2$. Therefore, for $k>2$ we have that \begin{equation} \sum_{(m,n)\in\mathbb{Z}^2\backslash\{0\}}\frac{1}{|m\tau+n|^k}\leq \sum_{(n,m)\in\mathbb{Z}^2\backslash\{0\}}\frac{C^k}{(\max\{|n|,|m|\})^k} =\sum_{n\geq 1} \frac{C^k(8n)}{n^k}=8C^k\zeta(k-1) \end{equation} which concludes the proof.