Lots of phono stages do not put out the same level as other components. So you have to turn up your amp to get the same loudness. Which is taxing on the amp.
No, that doesn’t tax the amplifier. The amount of work an amplifier does is measured at its output. To that extent, the relative position of the volume control is irrelevant.