You can find a neat description and some examples of the effect here. This is known as the pulsar dispersion measure. As you correctly say, waves with longer wavelength (lower energy photons) are delayed with respect to shorter wavelength radiation from the same phenomenon.
When electromagnetic waves travel through a plasma, they excite currents in the free charged particles. In such cases it can be shown (using Maxwell's equations) that the waves propagate with a relationship between their frequency $omega$ and "wavenumber" $k = 2pi/lambda$ given by
$$omega^2 = omega_p^{2} + c^2k^2,$$
where $omega_p$ is known as the "plasma" frequency and equals $(4pi n_e e^2/m_e)^{1/2}$ for the electrons in the plasma (i.e. it depends on the electron number density $n_e$.).
Now, if you have a bunch of photons emitted as a pulse, the relevant velocity is the group velocity given by $v_g=domega/dk$. So
$$v_g = frac{c^2 k}{(omega_p^{2} +c^2 k^2)^{1/2}} = cleft(1 - frac{omega_p^2}{omega^2}right)^{1/2}$$
This converges to $c$ when the frequencies are high (wavelengths are short), but is slower when frequencies are low (wavelengths are long).
In terms of an intuitive physical picture, yes you could think that the refractive index is frequency dependent, but the difference here is that the reason for this dispersion is that waves travelling through a conductive medium are "lossy" - that is the currents induced also encounter resistivity and therefore the waves heat the plasma.
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