Sometimes, when there is a voltage spike or power loss, the computers's power suplly protects itself by shutting down. This means you won't be able to turn the computer back on immediately after the power break.
What should you do: pull the power cord, ther press the computer;s power button. This will drain the remaining power stuck in your circutis . Then, plug in the power cable and you;re done.