I have just studied p-series and I was taught that when p<=1 the series diverges and that when p>1 the series converges. It seems that both serieses converge only that when p>1 it happens faster.
For example: ∑(1/n)=1+1/2+1/3+1/4+1/5...
and now when p=2: ∑(1/n^2)=1+1/4+1/9+1/16...