The proof that the infinite sum of $\frac{1}{n}$ diverges seems to have a fair amount of breathing room. We group successive terms in quantities of increasing powers, starting with $\frac{1}{2}$, then $\frac{1}{3} + \frac{1}{4}$, then the next four terms, then the next eight terms, etc., and note that each of the groups is greater than or equal to $\frac{1}{2}$, and adding $\frac{1}{2}$ forever approaches $\infty$.
As extra credit for this proof, each group after the first is strictly greater than $\frac{1}{2}$, so the divergence actually occurs faster. Furthermore, we didn't even need the terms to be that large; adding $\frac{1}{1,000,000}$ forever would also approach $\infty$. Why then, given this generous cushion in the proof, is it the case that $\frac{1}{n^{1 + ε}}$ for some tiny ε converges? Why is the power of $n$ so fragile to nudges in the positive direction given how firmly $\frac{1}{n}$ seemed to diverge?
To address the question why a small $\epsilon$ is enough, note that analogously to the proof of divergence for the harmonic series, we can say that
$$\frac1{2^{1+\epsilon}} \ge \frac1{2^{1+\epsilon}}, $$
$$\frac1{3^{1+\epsilon}} + \frac1{4^{1+\epsilon}} \ge 2\frac1{4^{1+\epsilon}} = \frac1{2^{1+2\epsilon}}, $$
$$\frac1{5^{1+\epsilon}} + \frac1{6^{1+\epsilon}} + \frac1{7^{1+\epsilon}} + \frac1{8^{1+\epsilon}}\ge 4\frac1{8^{1+\epsilon}} = \frac1{2^{1+3\epsilon}}, $$
and so on. Note that the terms on the right hand side are no longer are constant as they used to be for the harmonic series, instead they form a geometric progression with the factor $\frac1{2^\epsilon}$. When $\epsilon$ is small, that value is just a tiny bit smaller than $1$.
Still any geometric sequence with factor $< 1$ will converge to $0$, even if slowly. That means if we take the sum of the right hand sides, it is no longer an infinite sum of $\frac12$ that diverges, but a geometric series that does converge!
So the main "problem" in translating the proof for $\epsilon>0$ is that our divering minorante for the harmonic series no longer divererges!
In essence it is just the difference that $\sum_{i=0}^{\infty}\frac12$ diverges, while $\sum_{i=0}^{\infty}\frac1{2^{1+i\epsilon}}$ converges.
This insight allows you to actually prove that $\sum_{n=0}^{\infty}\frac1{n^{1+\epsilon}}$ converges without the integral methods mentioned in other answers.
That's because
$$\frac1{3^{1+\epsilon}} + \frac1{4^{1+\epsilon}} \le 2\frac1{2^{1+\epsilon}} = \frac1{2^{\epsilon}}, $$
$$\frac1{5^{1+\epsilon}} + \frac1{6^{1+\epsilon}} + \frac1{7^{1+\epsilon}} + \frac1{8^{1+\epsilon}}\le 4\frac1{4^{1+\epsilon}} = \frac1{2^{2\epsilon}}, $$
$$\frac1{9^{1+\epsilon}} + \frac1{10^{1+\epsilon}} + \frac1{11^{1+\epsilon}} + \frac1{12^{1+\epsilon}} +\frac1{13^{1+\epsilon}} + \frac1{14^{1+\epsilon}} + \frac1{15^{1+\epsilon}} + \frac1{16^{1+\epsilon}} \le 8\frac1{8^{1+\epsilon}} = \frac1{2^{3\epsilon}}, $$ a.s.o.
Now our series has a converging majorante $\sum_{i=0}^{\infty}\frac1{2^{i\epsilon}}$, so converges itself.