Connect 20 12v led to an arduino mega
You can use the commonly available L298N module to drive four of your LEDs with each module. That means you would need five of them.

Those modules are suitable for driving either one stepper motor, two DC motors (in both directions), or four "unidirectional" loads such as your LEDs.

The input can be connected directly to your MEGA, but you may need additional series resistors depending on the LED you use (though this likely does not apply for LEDs specified as "12V").

There are also LED driver eval boards available which may suit your needs:
https://www.digikey.de/product-detail/de/adafruit-industries-llc/1455/1528-1019-ND/4990768