Use a multimeter in continuity mode and check for shorts between the battery negative and motor negative. You may find a short there.

Most Brushed ESC use N Channel FETS which means the motor gets constant battery positive and the negative of the battery is switched to the motor negative side. Shorted FETS would result in constant running.