I would argue that they are continually committing official malfeasance (fraud).
The legitimate causes for impeachment of judges is not actually defined.
Article III, Section 1 states that:
The judicial power of the United States, shall be vested in one Supreme Court, and in such inferior courts as the Congress may from time to time ordain and establish. The judges, both of the supreme and inferior courts, shall hold their offices during good behaviour, and shall, at stated times, receive for their services, a compensation, which shall not be diminished during their continuance in office.
So, really it could boil down to the interpretation of the phrase "good behaviour."