Disclosed is the seed of a novel soybean variety, designated 20538R2Y, a sample of which is deposited under ATCC Accession No. PTA-120553. Also disclosed are plants, or parts thereof, grown from the seed of the variety, plants having the morphological and physiological characteristics of the 20538R2Y variety, and methods of using the plant or parts thereof in a soybean breeding program.