Since philosophy deals with abstract concepts, individual differences play an important role in this matter. Hence, the concepts people consider for analysis and their weightage are different. This causes disagreement. When the whole idea is considered by splitting into part by part, people feel their ideas make sense and they stick to them.
One can easily verify the idea I metioned first. Examine why identical twins argue alike even if their ideas are a bit irrational for others.