Yes, this is true.
Assume it is not true - it means that those two vertices belong to two different components. If they belong to two different components, then they are the only vertex in the component with an odd degree and we know that since a component is connected, the number of odd degree vertices have to be even. So, such components cannot exist and hence, both the vertices have to belong to the same component and hence, there exists a path between them.