WASHINGTON—The Trump administration and top congressional Republicans intend to release a more detailed tax plan in the next few weeks, Treasury Secretary Steven Mnuchin said in an interview with The Wall Street Journal on Thursday.

Although congressional committees will write the tax bill, Mr. Mnuchin indicated that the administration intends to stay engaged in the debate and stick to its goal of overhauling the tax code this year.

“In...