I have Confirmed, Everything is WORKING now.
Okay, the main problem is somehow, the PHP config is setting the Max Memory Limit with additional “B” letter at the end, i.e. 1024MB. While actually it should be only 1024M.
Changing the string to the right format and saving and restarting PHP fixed the problem.