I have a quote from my book that says:
$\lim_{x \to 0} \tan^{-1}\left(\frac {x}{m}\right)=0$ if $m > 0$ or $\pi$ if $m < 0$
Added context from the book:
The goal is to find the value of $\displaystyle\int_0^{\infty}\frac{ \sin(mt)}{t}\mathrm{d}t$
So the above integral is written as the laplace transform:
$$\int_0^{\infty}e^{-st}\frac{ \sin(mt)}{t}\mathrm{d}t=\frac{\pi}{2}-\tan^{-1}\left(\frac {s}{m}\right)$$
And then it states the above (my question) and gets two different results for $\pm m$.
My thoughts:
It's pretty much obvious for the value to become zero for $m > 0$ but I am a bit confused for $m < 0$.
Even if I plot a graph(below) of $\tan^{-1}(-x)$. I can still see that as $x \to 0$ the value of $\tan^{-1}(-x) \to 0$
I mean if $x$ was a number or even $\infty$ it's understandable that it can be negative of that number or $-\infty$ but here $x \to 0$ so there nothing negative about $0$.
Can someone please let me know if I am wrong somewhere or my book is wrong?

Your book is wrong. The standard definition of the arc tangent is an odd function and $$\lim_{x\to0}\arctan x=0.$$
By the way,
$$\lim_{x\to 0^\pm}\arctan\frac xm=\lim_{x\to 0^\mp}\arctan\frac x{(- m)}$$ (limits to $\pm$ and $\mp$) and the existence of the limit self-contradicts the claim of the book.
If you consider that an implicit reference to the function $\arctan_2$ is made, you have, with the usual convention,
$$\lim_{x\to0}\arctan_2(x,m)=0$$ for positive $m$, and
$$\lim_{x\to0^+}\arctan_2(x,m)=\pi,$$
$$\lim_{x\to0^-}\arctan_2(x,m)=-\pi$$ for negative $m$, so that the plain limit does not exist.