As the title says, it appears that soldiers must always have 40 TUs to reload their rocket launcher. This makes low TU soldiers unable to reload their weapons.
I cannot find documentation about this anywhere that stated that this was a requirement so I assumed it was a bug, especially when compared to other actions being TU percentage based in nature rather than flat TU cost.