As Robert Israel explained, consequences of Freshman's dream ruin your day. Relations like
$$
p_\ell=p_1^\ell
$$
make it clear that the power sums may not be algebraically independent even when the exponent is $<n$, if $\ell\le n$. The ring of symmetric polynomials in $n$ variables with coefficients in a field $K$ is always generated by $e_1,e_2,\ldots,e_n$. But if $n!$ is divisible by $\operatorname{char} K$, then, as we saw, it is not generated by $p_1,p_p,\ldots,p_n$. $K[p_1,p_2,\ldots,p_n]$ is then a proper subring of $K[e_1,e_2,\ldots,e_n]$.
It is still often possible to recover the missing $e_i$:s, but we need to use power sums $p_i, i>n$, and we need to work with fields of rational functions. The simplest case is that from Robert's answer, so let's continue with $n=2=\ell$. We get (by Newton, or just a straightforward characteristic two calculation)
$$
p_3=X_1^3+X_2^3=(X_1+X_2)^3-3X_1X_2(X_1+X_2)=e_1^3+e_2e_1.
$$
We can solve for $e_2$ here
$$
e_2=\frac{p_3+e_1^3}{e_1}=\frac{p_3+p_1^3}{p_1}.
$$
So we see that $e_2\in K(p_1,p_3)$. So in this case we can conclude that the fields of symmetric rational functions
$$
K(e_1,e_2)=K(p_1,p_3).
$$
IIRC this generalizes to any number of variables $n$ and any characteristic $\ell$ in the sense that the fields $K(e_i\mid 1\le i\le n)$ and $K(p_i\mid 1\le i)$ have the same transcendence degree, so the former is a finite extension of the latter. I'm ashamed to admit that at the moment I don't know/remember whether they are always equal.
To close I cannot resist the temptation to bring up a point near and dear to my heart. When decoding a received word of a double-error-correcting binary BCH code the receiver's task is to figure out the error locations $X_1$ and $X_2$ based on syndromes that are exactly the power sums $p_i$. Because we are in characteristic two, the above observations imply that the receiver can successfully calculate the (error locator) polynomial
$$
(T-X_1)(T-X_2)=T^2+e_1T+e_2,
$$
if they know $p_1$ and $p_3$. That BCH-code is defined in terms of power sums $p_1$ and $p_3$, so this is just what the doctor ordered! We also notice that the case $p_1=0$, $p_3\neq0$ is a nasty special case, because our formula for $e_2$ then attempts to divide by zero.