ggplot uses matplotlib's pyplot interface. You can close all the existing pyplot figures with:
# Importing this library as plt is a convention, same
# importing numpy as np, or pandas as pd
import matplotlib.pyplot as plt
plt.close('all')
ggplot is still in a pretty early stage of development, so hopefully some of these issues will get smoothed over as it gets closer to a stable release.