Decomposers play a crucial role in nutrient recycling by breaking down organic matter, such as dead plants and animals, into simpler substances like minerals and releasing nutrients back into the soil. This process allows essential nutrients like nitrogen, phosphorus, and carbon to be recycled and reused by plants for growth and development.