A description of something, which once set in motion, needs little or no furthar intervention.
In terms of robots, it means those with some intelligence and ability to respond to their surroundings. A remote control vehical is not autonomous and is better described as a ROV.
Some say one of the biggest failing of Robot Wars is the fact that none of the robots have any degreee of autonomy, although the (good) argument to this is safety. An autonomous robot battle event would at the minimum require a remote to be sending a constant signal to allow power.
Time to build your own robot! Using a Raspberry Pi with parts and some time, you can use my book to learn how to make and program a robot with automatic behaviours.