The common agricultural policy is largely an ecological and humanitarian disaster. However, it's only one aspect of the EU, and most of the member states would have similar subsidies if they were outside the EU anyway. Even the anti-EU parties in European nations tend to favour maintaining the subsidies (e.g. UKIP policy is to maintain the single farm payment after an EU exit). The US isn't in the EU and still has a significant program of agricultural subsidies.