Sun Tzu agrees with you!
I have always found it useful to be underestimated. In fact, I made a career out of it--a highly successful career.
A corollary is this: Never underestimate anyone.
And this is a bit of wisdom from my highly successful--and very rich--uncle: "Never forgo an advantage, but never press one unnecessarily."