Yes, your expectations seem reasonable when thinking of the Higgs mechanism induced mass, as explained by @nmoy.
However, note that one needs to be careful in defining what one means by "mass" at high temperatures. A theory at finite (non-zero) temperature breaks Lorentz invariance. There are multiple ways to think of this:
- There is a preferred frame, where the heat bath is at rest.
- In the Matsubara formalism, one Wick-rotates and compactifies the time direction into a circle of circumference $\beta = 1/T$. This explicitly breaks the equivalence between space and time directions.
Without Lorentz invariance, one needs to be careful about the conserved quantities being considered. Roughly, one can imagine that at high temperatures, the "time/thermal circle" becomes small and we reduce to an effective 3-dimensional theory, a la Kaluza-Klein. This theory will have rotational invariance in 3d (rather than 3+1) and we could talk about the 3d effective-masses of the reduced fields (an infinite number of them). In such a case, all the fermion fields in that theory will have a large mass parametrically proportional to the temperature ($m_{\text{3d, fermions}} \sim n \pi T$).
So, even though they get no mass from the Higgs mechanism, those fields seem to have an effective mass simply due to their interaction (thermalization) with the heat bath.