Newton's third law is the reason the thing stays in equilibrium. The weight of the beam and the load is balanced by a REACTION FORCE at the supports. This is Newton's 3rd.
You could say the ruler has some elastic potential energy. If you remove the load, the ruler will go back to its reference position, and it will use its potential energy to do that.
I would say it is safe to say it is in equilibrium, yes.