I am taking the derivative of forward priced security.
$$ \text{Forward Price} = S\mathrm{e}^{r(T-t)} $$ Thus, $$ \frac{d}{dS}\text{Forward Price} = \mathrm{e}^{r(T-t)} $$ but I don't get the derivative with respect to $t$ implies $\frac{d}{dt} \text{Forward Price} = -r\mathrm{e}^{r(T-t)}$
How come we have a negative $r$ in front now?
I'll write this out with full details. You are trying to take the derivative with respect to $t$ of a function of the form $ce^{f(t)}$ where $c$ is a constant. In this case, $c=S$ and $f(t)$ is $r(T-t)$. $\dfrac{d}{dt} ce^{f(t)} = c \dfrac{d}{dt} e^{f(t)} = c f'(t) e^{f(t)}$. In this case $f(t)=r(T-t)$, which can be written as $rT-rt$ so $f'(t)=-r$.