When debugging in chrome, the scripts are always paused in the debugger even if there are no break points set, and if the the pause is un-paused, it again pauses itself.
Its really a bad experience. if the above answer didn't work for you try this.
Click on the Settings icon and then click on the Restore defaults and reload button.
Press 'F8' until its became normal.
Happy coding!!