Your solar remote absolutely has a battery. It has to be charged. You can charge it either by turning the remote upside down on a flat surface so the solar cell on the back can collect energy from room lights or sunlight, OR you can use the USB-C charging cable to connect with a USB charger.
How to pair and charge your new 2021 solar Smart remote | Samsung US - YouTube