When my ESCs do this, the first thing I check is to make sure I have continuity with an ohmmeter between all three connectors going to the motor.  The problem usually ends up being corrosion inside the bullets where the rosin flux is not completely washed away.  I have found it on the motor side and the ESC side.  While this is the most common problem, sometimes the ESC or motor winds up being fried.

Bryan