Thank you for submitting the question here. Yes, it is possible. Please go to EShop -> System -> Configuration -> Options tab, at "Hide out of stock products", choose Yes, then Save the Configuration and test again.
I hope this is useful.
Sincerely, Giang
The following user(s) said Thank You: James Shields