P value confusion

Is this true?

the smaller the p value, the more strongly we can reject the null hypothesis.

Its confusing cause when I looked at the diagram for p value, if the p value is greater than a certain level of significance, then we can reject the null hypothesis.

http://en.wikipedia.org/wiki/P-value