The DeBarge brothers just can’t seem to stay out of trouble.

James and Chico DeBarge — members of the famous musical family behind R&B and pop hits including “Rhythm of the Night” and “I Like It” — were arrested Friday in Burbank on suspicion of possessing a controlled substance.

The latest bust unfolded around 1:30 a.m. when Burbank police spotted a Chevy Tahoe towing a Nissan SUV with a tow strap. Neither vehicle had license plates, authorities said.

James DeBarge, 63, was behind the wheel of the Tahoe.

His brother Jonathan Chico DeBarge, 60, was riding in the Nissan as it was being towed.

Police said narcotics were found at the scene, leading…

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