The Whatcom County sheriff's office says the three boys and two girls, ages 14-to-16 were arrested Monday.
Deputies had been alerted by Billings police the vehicle might be in Whatcom County.
The Bellingham Herald reports the teens were booked into juvenile detention for investigation of possessing stolen property.
The motor home was not damaged.