In theory you are right that stock splits have no bearing on returns, but in practice it is well documented (see e.g. [1]) that "stock splits and reverse splits often result in short-term abnormal returns even though such split events do not change any fundamental factors affecting the valuation of a firm's stock."

[1] https://www.sciencedirect.com/science/article/pii/S016726812...