To let go of all restraints or inhibitions especially with respect to physical activities or sports.
If a fan sees that an athlete is holding back or could use some encouragement he might yell out: "Take the leash off Huey!"
My girlfriend is usually pretty restrained in bed, but not last night. She really took the leash off!
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