why the wire didn't remain negatively charged when we disconnect them from current conducting wire?
Actually, it does retain a charge. But that charge is tiny, and it drains away as soon as you connect a voltmeter to measure it. You need to use an instrument like an electroscope, which has essentially infinite input impedance.