It is a bit of an odd phrase, I can see why it would be confusing.
Earliest is the superlative form of early. Early is a comparative statement, meaning that it occurred near the beginning of something (in this case the 20th Century, e.g. 1920s).
Earliest means the "most" early that it could be. It implies a time in the very early 20th Century, for example 1900. It is almost a poetic way of talking about the beginning of the century.
It is confusing because you can't have more than one 20th Century to compare. It just means the very beginning of the 20th Century, the earliest time in that century that you could be talking about.