Note: this actually has nothing to do with probability theory. Fell free to skip ahead and solve the equations below.
Since I am unable to solve this continuous version of a problem about moments, I am now trying to do something simple but related. Let's say $X$ is a random variable which can take three values $x,y,z$ with probability $1/3$ each. For what values of $x,y,z$ does $X$ have its first, second and third central moments equal?
That is, how to solve the system of equations $$ x+y+z=x^2+y^2+z^2=x^3+y^3+z^3? $$ The first two equations give a sphere which just covers the unit cube $0<|x|,|y|,|z|<1$. But the second equation is harder to tackle. I guess that we can only have trivial solutions at $x,y,z=0,1$, but I am not sure. Writing $p=x+y+z$, we get a cubic with solution $x,y,z$: $$ u^3-pu^2+\frac12 p(p-1)u-\frac{1}{12}p(p-1)(p-2) =0, $$ but that doesn't seem to help.

You have two equations in three variables, so this should describe a curve in space.
It looks like this, according to Maple:
The resultant of $x+y+z-(x^2+y^2+z^2)$ and $x+y+z-(x^3+y^3+z^3)$ with respect to $z$ is the rather fearsome $$ -2\,{x}^{6}-3\,{x}^{4}{y}^{2}-2\,{x}^{3}{y}^{3}-3\,{x}^{2}{y}^{4}-2\,{ y}^{6}+6\,{x}^{5}+3\,{x}^{4}y+9\,{x}^{3}{y}^{2}+9\,{x}^{2}{y}^{3}+3\,x {y}^{4}+6\,{y}^{5}-6\,{x}^{4}-7\,{x}^{3}y-10\,{x}^{2}{y}^{2}-7\,x{y}^{ 3}-6\,{y}^{4}+2\,{x}^{3}+4\,{x}^{2}y+4\,x{y}^{2}+2\,{y}^{3} $$ That $=0$ describes the projection of this curve on the $xy$ plane. It looks like this: