Use groupby filter:
In [11]: df = pd.DataFrame([[1, 2], [1, 4], [5, 6]], columns=['A', 'B'])
In [12]: df
Out[12]:
A B
0 1 2
1 1 4
2 5 6
In [13]: df.groupby("A").filter(lambda x: len(x) > 1)
Out[13]:
A B
0 1 2
1 1 4
I recommend reading the split-combine-section of the docs.