You cannot transfer means...he will not give his visa to you.
You need to exit Qatar and can join only a company that has a visa for your nationality and that also need to be female visa.

If you cancell the current visa... you can come immediately as the rule has changed. But as I said, you need to find a job in a company that has a visa for your nationality and that also need to be female visa.

You need to find this job before u exit qatar.

Else if you didnt find a job, and employer says to quickly exit the country, then come back here in tourist visa, family visa or business visa and search for job.