Opened a clinic on sharing basis. Now owner what to remove me. Remedy?

While we would need to review the details of the contract between you and the Shop Owner to provide you a detailed opinion, it can be safely advised that under no circumstances whatsoever, the Clinic can be run using your / your college's name in case you are not a part of it.

In case the terms of your contract with the Shop Owner have a specified minimum tenure of the partnership, the same can be enforced by the order of the Hon'ble Court.

Another option herein can be treating this as a Landlord / Tenant situation wherein eviction can be stopped / delayed once we are able to establish a Tenant - Landlord association between you and the Shop Owner.

Once again, this can be done post reviewing your contract. In the absence of a firm contract, this association can also be proven based on possession and other proofs like your Sign Board, Name Cards, Letterheads, etc.