Where they are synonymous, there is no difference; however, we usually use 'inexhaustible' with its other meaning: That cannot be entirely consumed or used up: an inexhaustible supply of coal.
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.