A spherical symmetric potential means, the potential $V$
depends only on the radius $r$, but not on the direction
of vector $\boldsymbol{r}$. Hence
$$V = V(r).$$
From that you get the force
$$\boldsymbol{F} = -\boldsymbol{\nabla} V(r)
= -\frac{\mathrm d V(r)}{\mathrm d r} \hat{\boldsymbol{r}},$$
which means that the force is parallel to the unit-vector
$\hat{\boldsymbol{r}}$, and thus parallel to $\boldsymbol{r}$.
Using this together with $\dot{\boldsymbol{p}}=\boldsymbol{F}$ and
$\dot{\boldsymbol{r}} = \frac{\boldsymbol{p}}{m}$,
you can straight-forward calculate $\dot{\boldsymbol{L}}$
(the time-derivative of the angular momentum
$\boldsymbol{L}=\boldsymbol{r}\times \boldsymbol{p}$)
and proove it to be $\boldsymbol{0}$.
This means that angular momentum $\boldsymbol{L}$ doesn't vary with time,
i.e. it is conserved.