Stateless object is an instance of a class without instance fields (instance variables). The class may have fields, but they are compile-time constants (static final).
A very much related term is immutable. Immutable objects may have state, but it does not change when a method is invoked (method invocations do not assign new values to fields). These objects are also thread-safe.