I am at the third scenario in the Campaign and getting better at figuring it all out

However, I assumed that if I take over Rostov and therefore have captured its Supply Depot, I would be able to use the Suppy Depot for my own (German) troops. But not so. All of the area around it is filled with x marks.
Please tell me - what am I missing? Thank you very much.