Toyota Corolla 2005 wont start

I already tried that and still the same cranking noise.

You stated > starter clicks but engine does nothing - that tells me the engine is not rotating when you attempt starting. Definite “cranking noise” in a little more detail. Perhaps you mean the engine is CRANKING ok but it will not START ?

Its not the engine cranking its the starter making the noise.

Defective starter OR wrong application - - Possibly damaged teeth on engine flywheel. There’s not much else it can be! Low quality parts is all you’ll get at the discount parts stores .. I recommend NAPA 1st line replacement parts.. Manual or automatic transmission makes a huge difference as for the starter application.