Battery drain when LED's are off

There are ways to put the Arduino microcontroller into sleep mode, but most Arduino boards also have a usb->serial chip which uses 15mA too. For low power standby you need a standalone board without the USB->serial chip, and to use one of the libraries that allows putting the microcontroller into low-power sleep modes.