For failure to pay rent, Maryland Courts describes a written 10-day notice before filing, followed by a court case; removal requires a judgment, warrant of restitution, and sheriff or constable process.
The official procedure does not promise a fixed end-to-end duration. Case facts, service, defenses, redemption rights, court scheduling, and enforcement timing can change the result; obtain legal advice for a live case.