Will inverting amplifier's input impedance change if its output is saturated?
I found that when my inverting amplifier's output saturates, its input impedance becomes larger


Sure, that's reasonable.

Once the output is saturated, the op-amp can no longer maintain the virtual ground at the inverting input. Since that node is no longer "artificially" made a low impedance node, the input impedance of the circuit will increase.