I haven’t seen anyone recommend Lords of Waterdeep yet, which I quite like with two players. It goes up to five (six with new expansion), although five players is sort of crowded.
If you do decide to get Agricola, rather than trying to decode the rulebook, I recommend watching a video of basic play. Board Games with Scott is good, but I’m sure there are others.
Another option for Agricola is to pick up the 2 player variant Agricola: All Creatures Big and Small. It is lot easier to learn and more forgiving then its predecessor, but still has interesting choices throughout.