Had Bepin Babu really lost his memory and forgotten all about a trip to Ranchi?

No, Bepin Babu's memory was as good as ever. Chunilal misled him into believing that he lost his memory. In fact, Chunilal was playing a prank on Bepin Babu for not helping him out with his financial condition.