You don't have the problem on the battery, you have it in the starter engine. Well because the uploaded brushes are and do not have hardly strength to turn with which you only hear the starting relay (the CT, TAC,).
Or because it is the same start relay that is deteriorated and does not close the electrical circuit to feed the electromotor. (makes the same noise).
Be one thing or the other, you go to have to disassemble the starter from the car, and one of three, or repair it yourself, or take it to a repair workshop, or buy it new or exchange.
Greetings and if you have any questions of how it is disassembled or how it is repaired once you have it outside you have nothing more to write.