The blast left five people dead and several others injured, police said.
The identity of those killed could not immediately be ascertained.
The ANP leader's office was located a short distance from a government-run medical centre.
No group claimed responsibility for the attack.
Security forces cordoned off the area and launched a search operation.
Scores of leaders and workers of the ANP have been killed in attacks by the banned Pakistani Taliban in the past four years.