The Edge Multicut problem is a classical cut problem where given anundirected graph G, a set of pairs of vertices P, and a budgetk, the goal is to determine if there is a set S of at most k edges suchthat for each (s,t)∈P, G−S has no path from s to t. EdgeMulticut has been relatively recently shown to be fixed-parameter tractable(FPT), parameterized by k, by Marx and Razgon [SICOMP 2014], andindependently by Bousquet et al. [SICOMP 2018]. In the weighted version of theproblem, called Weighted Edge Multicut one is additionally given a weightfunction wt:E(G)→N and a weight bound w, and thegoal is to determine if there is a solution of size at most k and weight atmost w. Both the FPT algorithms for Edge Multicut by Marx et al. and Bousquetet al. fail to generalize to the weighted setting. In fact, the weightedproblem is non-trivial even on trees and determining whether Weighted EdgeMulticut on trees is FPT was explicitly posed as an open problem by Bousquet etal. [STACS 2009]. In this article, we answer this question positively bydesigning an algorithm which uses a very recent result by Kim et al. [STOC2022] about directed flow augmentation as subroutine. We also study a variant of this problem where there is no bound on the sizeof the solution, but the parameter is a structural property of the input, forexample, the number of leaves of the tree. We strengthen our results by statingthem for the more general vertex deletion version.<br