In my experience, politics can happen at any sized company.
e.g. I've worked at firms with 300,000 people and 150 people. The smaller company had MORE politics in some ways.
Or as a manager of mine in Hong Kong once said:
"In Chinese there is a saying: if there are 3 people then there will be politics"