Merhaba Arnoy
Hoşgeldin
As per my Experience with Qatar University (QU) , English for Foundation Program not required PHD.
There are many non-native english speaker teacher. As you said, yes there are some Turkish national as english teacher at QU.
just apply online, and visit the University to see how is the situation will be for you.