Hi Zahrein,
Wouldn't it be great if everything was ideal? Well, nothing is ideal. Every electronic component, no matter what it is, contains resistance, capacitance, and inductance. When something goes wrong in our circuits because of these resistances, inductances, or capacitances we name it something bad like "parasitic capacitance", "stray inductance" or even an ESR (Equivalent series resistance, has to do with capacitors).
So to answer the question about parasitic capacitance, it's simply when the capicitance of a device starts to get in the way of us using it in a design. For example, if you drive a BJT transistor too fast, the parasitic capacitance that exists between collector and base will break down and the transistor won't work properly anymore.
If you have an understanding of the relationship between frequency and capacitive reactance then you can see that as the frequency increases, the reactance produced by the capacitance of the circuit decreases. If it gets too small, we have a problem because the circuit we want the signal to "see" no longer exists. Reactance starts to get so small that the circuit can be drastically altered.
Since every device has capactiance, they have frequency limits. After these limits, parasitic capacitance takes over. So we need better devices designed by guys like you. So get cracking eh! I hope this helps.