Oracle machine solving halting problem for other oracle machines

Question

Could someone give me a simple explanation why an oracle machine that can solve the halting problem for standard Turing machines, is however unable to solve the halting problem for other such oracle machines?

I have tried searching for the answer online but could not find any that really answered the question.