It works as your advice. I took that set the ATTN to 0dB and enable the preamp would lower down the DANL
This is correct...
and the phase noise of the unit.
This shall not be the case! The phase noise you want to measure is caused by the local oscillators and their PLLs.
It is odd that the data vary in different RBW setting ,as -95.7dBc@10K in 10Hz RBW and -103dBc@10K in 1KHz RBW.
Which might be the more accuracy?
This difference is suspicious

! Here's a more detailed instruction...
0. Start with default power on settings.
1. Apply a test signal at an appropriate level (somewhere between -20dBm and +5dBm is fine, 0dBm is easiest, see below).
2. Set the frequency to your test frequency.
3. As RoV said, leave attenuator 'auto' and the preamp off!
4. Set the reference level approx. at the peak level of your test signal.
5. To measure phase noise at 10kHz, set the span to e.g., 50 kHz.
6. I prefer to set the RBW a bit lower, e.g., 100Hz.
7. Press 'Peak'. A marker appears, showing the peak level. Make a note of the level.
8. Press Marker Fn and select Noise Marker.
9. Set the Detector type to 'Sample' (this what I learned, once...) , or to 'Average video' (seems to be averaged sample). This is important, the reading with the Max detector is a few dB too high! Note that the peak might be lower now (or completely disappear), this is normal and does not affect the noise measurement.
10. Press Trace and select 'Average 100'.
11. Turn the knob and position the marker 10kHz to the right (or left) from your carrier and read out the noise level in dBm/Hz.
12. The phase noise is the difference between the peak your measured before and the noise marker value.
Try to change the RBW! On my machine (SSA3032X-R) the phase noise at 10kHz is -98dBc/Hz, and stays within a dB when I change RBW to any value between 30Hz RBW and 1kHz RBW.
Note: if you have software 6.2R5, you can use the 'delta marker' which is more convenient. Step 7a is then: press 'Marker', select 'Delta', turn the knob or type the desired offset. In earlier versions, the delta marker does not work correctly for noise measurements.