Read 3 comments as:
Filter By
Continue with the allotted advisor, and when possible keep consulting the preferred advisor. If you can, then the preferred advisor can also be formally made a joint advisor (provided she/he agrees).
Many universities have this concept of Research Advisory Committee. You can request the advisor you wanted be made a member of research advisory committee.