If a negative charge -q is released in electric field of two oppositely charged parallel plates , it will move from low potential negative plate towards high potential
towards positive plate. 
The charge will gain the kinetic energy but loose the potential 
energy. It means potential energy start decreasing.

Therefore electric potential will be increasing as negative charge reaches the positive plate but electric potential energy will be decreasing.

Context