Can we store noise and convert it to energy like Solar P.V Panel ?

Cool question

In principle, yes !!

Noise is a form of energy and hence can be converted into another form of energy that could be easy to store.

Storing noise itself in its original form and at the frequency/dutation it is generated at  may be difficult to achieve, because noise ultimately fades away