Banks have started to pursue people in their home countries if they do not pay their loans.

Just because you've left Qatar doesn't mean that Qatari banks and Qatari police will have no way to get a hold of you to recover their (not your) money.

You can try and leave, but it will be dangerous, and it will catch up with you eventually.