It's a good idea to cover the ground around trees with mulch because it breaks down slowly and adds organic matter to the soil.
However, it's important to never mulch up around the trunk, which is referred to as "volcano mulching". This may lead to animal or disease problems. If you like the look of fresh mulch every year, you should remove the old mulch first.