Oil doesn't dissolve in water.

Literal

Oil [topic-は] water [with-と] not-dissolve-together.

溶け合う (とけあう) combines 溶ける ('to dissolve') with ~合う (reciprocal) — both substances would need to mix mutually. The negative emphasizes the incompatibility.