The 'Whisper My Name' singer was apparently naked when taken into custody on Tuesday (August 7) night after crashing his car. Travis is said to have initially resisted arrest, even allegedly threatening an officer.
Travis has since been booked on a felony retaliation and obstruction charge as well as the DWI and has posted bail, law enforcement sources told TMZ.
He apparently suffered minor injuries in the car crash, but no-one else was hurt.
Travis was previously arrested in February for public intoxication outside of a Baptist Church in Sanger, Texas.
The musician is best known for a string of US Country number one hits in the 1980s and 1990s such as 'Too Gone Too Long', 'Promises' and 'Forever Together'.
Watch Randy Travis's 'Forever Together' music video: