In most situations, they're interchangeable. However, there is a slight difference in meaning between "think" and "feel," and sometimes the latter is used to invite more impressionistic and subjective feedback. For example, "What do you think of the painting?" might be interpreted as asking for opinions about the style and content, whereas "How do you feel about the painting?" might be interpreted as asking for one's immediate emotional response.