Since the latest Patch Build: 4625, Trains are leaving the Depot but are not stopping at the nearest station.
To work around this issue you have to manually “Stop/reverse” the train to get to the station and pick up the Goods.
Timetables for Goods are always critical so as result you get collapsing industries.