A quick search herein found what I said before, I will repeat myself again.
A passive preamplifier actually is not a preamplifier at all, inasmuch as it does not amplify. Well - there are some that use some kind of step up transformers, but that is another can of worms.
Essentially a passive preamp is a volume control in a box with some switching functions.
The advantage musically is that it eliminates all active preamp circuit functions, and if the active preamp circuits are not of very high quality they deserve to be eliminated.
The disadvantage musically is that is eliminates all active preamp circuit functions. Those functions should be designed to provide a easy pure resistive load for the sources to drive, eliminate out of band garbage, drive the sh--- out of all downstream loads no matter how goofy they are, and not screw up in and of themselves. Lots of designers drop the ball here.
A passive preamp essentially connects your sources directly to the power amp, through the likely significant amount of distributed capacitance of the cables between the source and the passive preamp, its internal load, the distributed capacitance of the cables between the passive preamp and the power amp, and the internal distributed capacitance of the amplifier's input circuits. Whew!!! If you wonder what a capacitive load does to the music signal, see all the test results done over the years showing this, they cause a leading edge spike and ringing on the signal, the bigger the load the worse the results. In addition now that load makes demands on the drive current capability of the source that it likely does not have.
So with a passive preamp you have the distortion of the additional capacitive load on the source, and from taxing its drive current capability. With an active preamp, you have the distortion of the preamp's active circuits themselves.
Which is worse? It depends on the quality of the preamp active circuits, the load driving capacity of the source, and the amount of distributed capacitance of the cables. Your results may vary.

In general we would suggest short, low capacitance well shielded interconnect cables, sources with excellent current drive capability (a spec not usually talked about) an amplifier with a pure resistive input impedance, and a very very low distortion active preamp line stage providing a resistive input load and high output drive current.
Hope this has not confused you too much.
Frank Van Alstine