Is it possible to apply for a Master's programme then leave current PhD?
is it possible for me to submit my application first, if I could be really lucky to receive an offer, then I leave my current PhD?


I don't see why not! It seems like this good be a good approach for you to pursue your research and career goals. You can go ahead and apply and try to put together the best application possible.