Looking at 1911, at FindMyPast, 19 Rathbone Place is not indexed, and it seems to be skipped in the sequence of records.
In the directory entry that ciderdrinker found there is also a Joseph Andreetti, confectioner at that address. I have found him in the 1911, but he has moved to Southwark.