It happened just before 1 a.m. on the North Sam Houston Tollway feeder road between Hardy and Aldine Westfield.
The motorcyclist may have misjudged the entrance ramp to the tollway, hit a curb and was thrown from the bike, according to Houston police.
Poor lighting in the area may have been a factor in the crash, police said.
The victim's identity wasn't immediately released.