Santa Barbara Superior Court Judge Donna Geck refused to schedule a new court date for the couple, instead leaving their arrest warrants active. Randy and Evi Quaid have already forfeited more than $1 million in bail for their slew of missed appearances.
Randy Quaid's attorney, Robert Sanger, told the judge that Canadian authorities had confiscated the actor's passport. The Quaids are seeking asylum there, claiming they fear a group they've dubbed the "Hollywood star-whackers."
"Mr. Quaid has had multiple occasions to appear on this matter prior to his passport being taken," Geck said.
The Quaids are accused of causing more than $5,000 in damage to the guesthouse of a home they once owned and were allegedly squatting in when they were arrested in September.
Sanger said he hoped the Quaids would eventually return to resolve the case without being re-arrested.
"This is something that has become much larger than life," Sanger said. "I think Randy Quaid has been a very significant actor in the course of his career. I would like to see him get back and get this taken care of."
Randy Quaid is due back in a Canadian immigration court Nov. 23.
Evi Quaid remains on probation for a previous case in which she and her husband were accused of defrauding an innkeeper of more than $10,000. She pleaded no contest to a misdemeanor earlier this year, the inn was repaid, and a charge against Randy Quaid was dropped.
Randy Quaid is the older brother of actor Dennis Quaid. He is best-known for his roles in films such as "National Lampoon's Vacation" and "Independence Day." He won a Golden Globe award - which he brought to court during one of his appearances in the innkeeper case - for his depiction of President Lyndon Johnson in a TV movie in the late 1980s. He was also nominated for a best supporting actor Oscar in 1973 for his role in "The Last Detail."
The Quaids claim the "Hollywood star-whackers" may be responsible for the deaths of actors such as Heath Ledger and David Carradine, and they believe the culprits are targeting them next.
Carradine was found hanging in a Bangkok hotel room, and Ledger died of accidental drug overdose in New York City. Neither actor's death was ruled suspicious.
To see the Quaid's interview on Good Morning America, please click here to visit abcnews.com.